- *Lang: PT-BR only*
+
+ A Brazilian initiative to provide free javascript classes to women in a male-free environment.
+
+ - [JsLadies BR](https://github.com/jsladiesbr) - *Loc:* - *Lang: PT-BR only*
+
+ A group for women interested in web development and javascript with open and free meetings, workshops and talks.
+
+ - [NodeGirls](https://nodegirls.com/)
+
+ Node Girls runs free 1 day Node.js workshops. They provide a friendly environment for women who are learning to code, supported by a community of experienced female mentors.
+
+### PHP
+([Go to top](#awesome4girls---))
+
+ - [PHPWomen](https://phpwomen.org/)
+
+ An inclusive, global user-group providing a support network within the PHP community.
+
+### Python
+([Go to top](#awesome4girls---))
+
+ - [Django Girls](https://djangogirls.org/)
+
+ Free Python and Django workshops, they also create open-source online tutorials and curate amazing first experiences with technology.
+
+ - [PyLadies](http://www.pyladies.com/)
+
+ An international mentorship group with a focus on helping more women become active participants and leaders in the Python open-source community.
+
+### R
+([Go to top](#awesome4girls---))
+
+ - [R-Ladies](https://rladies.org/)
+
+ R-Ladies is a worldwide organization whose mission is to promote Gender Diversity in the R community.
+
+ - [R-Ladies São Paulo - Brazil](https://www.meetup.com/R-Ladies-Sao-Paulo)- *Loc:* )
+
+### Ruby
+([Go to top](#awesome4girls---))
+
+ - [Rails Bridge](http://www.railsbridge.org/)
+
+ Workshops are a free and fun way to get started or level up with Rails, Ruby, and other web technologies. Our events focus on increasing diversity in tech so that people of all backgrounds can feel welcome and comfortable in our industry.
+
+ - [RailsGirls](http://railsgirls.com/)
+
+ RailsGirls is a multinational community which provides tools for girls and women to build their ideas.
+
+ - [RailsGirls Summer of Code](http://railsgirlssummerofcode.org/)
+
+ Rails Girls Summer of Code is a global fellowship program for women and non-binary coders. Students receive a three-month scholarship to work on existing Open Source projects and expand their skill set.
+
+
+### UX
+([Go to top](#awesome4girls---))
+
+ - [Hexagon UX](https://hexagonux.com/)
+
+ Hexagon aims to build a supportive community that fosters diversity, support, empowerment, and mentorship for women.
+ The first Hexagon UX event was held at Google HQ in October 2013, where attendees created “story cards” that represented themselves or their journey into UX.
+
+ - [Ladies that UX](http://ladiesthatux.com/)
+
+ Ladies that UX is a monthly meetup that creates a welcoming, transparent community of women who work in UX, who positively promote and teach each other.
+
+## General
+([Go to top](#awesome4girls---))
+
+ - [Ada Lovelace Day](https://findingada.com/)
+
+ Ada Lovelace Day, a yearly holiday held on the second Tuesday in the month of October, is an international holiday to celebrate women in STEM fields. It is a day to celebrate contributions made in STEM fields by women, and to encourage other women to pursue those fields by raising awareness of those contributions. There is a main event, held in London, England, but anyone can celebrate ALD by organizing an event or sharing their own story online.
+
+ - [AnitaB.org](https://anitab.org/)
+
+ AnitaB.org is a social enterprise founded by Anita Borg that supports women in technical fields, as well as the organisations that employ them and the academic institutions training the next generation. Their GitHub projects are very beginner friendly for anyone interested in getting started on open source projects (lots of first timer issues).
+
+ - [Anitas](http://anitas.com.br/) - *Loc:*
+
+ Anitas is a group of women engaged with female empowerment in the fields of technology and entrepreneurship, based on the exchange of ideias, knowledge and experience. In order to do so, Anitas organize courses, workshops, talks, and also participate of initiatives which aim at including women in technology and entrepreneurship.
+
+ - [Bay Area Girls](http://girlgeek.io/about/)
+
+ Sponsored dinners in San Francisco where the women coming from all over are invited to share their experiences, alongside prominent speakers from the female tech communities. The events also offer networking and potential recruiting by the sponsoring company. It has been hosted by 100+ companies and has several events per month.
+
+ - [Byte Girl](http://bytegirl.com.br/) - *Loc:* - *Lang: PT-BR only*
+
+ Byte Girl is a nonprofit, open event organized by volunteers focused on females who like tech. Its goal is to empower women via talks from professionals who share valuable knowledge and experiences in technology.
+
+ - [Byte Hacks](http://bytehacks.org/) - *Loc:* 
+
+ ByteHacks is a 24-hour hackathon on September 1st and 2nd at Thoughtworks NYC that encourages women of all ages and skillsets to form teams and create tech projects that have positive social impact.
+ The hackathon will have workshops, tech talks, mentors, sponsors, and free food. Whether you are a designer, entrepreneur, artist, or coder, ByteHacks welcomes you. We even have a keynote from Limor Fried, founder and CEO of Adafruit.
+
+ - [Code Girl](http://www.codegirl.com.br/) - *Loc:* - *Lang: PT-BR only*
+
+ Code Girl is an event featuring motivational talks about overcoming challenges faced by women who work in the technology industry. The event features female speakers who aim to inspire women in the industry.
+
+ - [Czechitas](https://www.czechitas.cz/) – *Loc:* 
+
+ Czechitas is a nonprofit organization based in the Czech Republic which organizes events, courses, and summer camps to help women, girls and children to explore the world of IT. The events cover topics from programming, web development, graphic design, digital marketing, and data analytics.
+
+ - [Geek Girls Carrots](http://gocarrots.org) – *Loc:* 
+
+ Geek Girls Carrots is a global grassroots organisation focused on women in tech and female entrepreneurs. Carrots change the current situation in the IT industry by increasing women’s participation in new technologies. Diversity within teams contributes to boosting innovation and better economic results for the companies. GGC create an international community, by continuous group support, mutual motivation and a friendly environment for personal growth.
+
+ - [Girls4Tech](https://girls4tech.ebanx.com/) - *Loc:* - *Lang: PT-BR only*
+
+ Girls 4 Tech is an online programming course, totally free and made by women. The language is accessible, does not require previous knowledge and is open for everyone.
+
+ - [League of Women Coders](http://lwc.tech/)
+
+ League of Women Coders (formerly Ladies Who Code, est. June 2011) is a meetup that focuses on coding, hacking, and learning collaboratively. The group meets up at least once a month in New York City and Boston. The meetups focus on talks, technical questions and ideation, and occasionally feature female speakers.
+
+ - [RodAda Hacker](http://rodadahacker.org/) - *Loc:* - *Lang: PT-BR only*
+
+ The RodAda Hacker is a Brazilian network that provides collaborative workshops of programming specially designed for girls and women. It is a space for those who want to dream, build awesome projects and rethink about existing technology.
+
+ - [Tech Ladies Brasil](http://www.techladies.com.br/) - *Loc:*
+
+ The Tech Ladies Brasil network is a space driven by women who dedicate their time through volunteer work for the exchange of knowledge, professional advancement, personal development and appreciation of women. We hold workshops and an annual event, From Ladies To Ladies, that bring three fronts: lectures, workshops and round tables; discuss topics aligned with the purpose of Tech Ladies Brazil, women's empowerment in technology.
+
+ - [Technovation](http://www.technovationchallenge.org/)
+
+ The global technology entrepreneurship program for girls. Students work in teams to develop mobile app startups to solve real problems in their communities.
+
+ - [Women of Silicon Roundabout](http://www.women-in-technology.com/) - *Loc:* 
+
+ Women of Silicon Roundabout enables people and organisations to connect, learn and take action on gender diversity and inclusion. We do not shy away from controversy and we look to open people's minds to new ideas by pushing boundaries.
+ Through inspirational keynotes, panel discussions on business strategy, technical classes, and career development workshops, this conference provides all the content and networking opportunities needed to flourish in the tech sector.
+
+ - [Women Who Code](https://www.womenwhocode.com) - *Loc:*
+
+ Women Who Code (WWCode) is a U.S. based 501(c)(3) nonprofit dedicated to inspiring women to excel in technology careers. WWCpde connects amazing women with other like minded amazing women around the globe who unite under one simple notion – the world of technology is much better with women in it.
+
+ - [Wonder Women Tech Summit](https://wonderwomentech.com/)
+
+ Wonder Women Tech’s mission is to highlight, celebrate and educate women and the underrepresented in STEM industries. Conferences events and workshops bring together changemakers, pioneers, innovators, high-level speakers and attendees to explore ideas, discussions, and solutions for women and the underrepresented to succeed and thrive.
+
+## Initiatives/Programs
+([Go to top](#awesome4girls---))
+
+ Initiatives that have the goal to prepare women for a tech career.
+
+### Academy/Camp
+([Go to top](#awesome4girls---))
+
+ Projects that have any kind of Academy/Summer Camp in its activities.
+
+ - [ACM-W](https://women.acm.org/)
+
+ The Association for Computing Machinery's Women in Computing Program supports, celebrates, and advocates internationally for the full engagement of women in all aspects of the computing field, providing a wide range of programs and services to ACM members and working in the larger community to advance the contributions of technical women.
+
+ - [Ada Developers Academy](http://adadevelopersacademy.org/)
+
+ A year-long tuition-free intensive program for women transitioning into software development. One of the most comprehensive developer training programs available: seven months of full-time classroom instruction plus five months of on-the-ground training (similar to an internship).
+
+ - [App Camp 4 Girls](http://appcamp4girls.com/)
+
+ App Camp For Girls is a place where girls can put their creative powers to work by designing and building apps, while learning more about the business of software and being inspired by women mentors in the field.
+
+ - [Black Girls Code](http://www.blackgirlscode.com/)
+
+ The focus of Black Girls Code is to increase the number of women of color in the digital space by empowering girls of color ages 7 to 17 to become innovators in STEM fields, leaders in their communities, and builders of their own futures through exposure to computer science and technology.
+
+ - [BlackHoodie](https://www.blackhoodie.re/)
+
+ BlackHoodie is a free, women only reverse engineering workshop. The motivation behind this workshop is to give female engineers the prospect of a comfortable learning environment. Mostly the topic is complex and comes with a steep learning curve which often demotivates students in the beginning. Thus the idea to host events which would support one of infosec’s minorities, the ladies.
+
+ - [Chicas Poderosas](https://chicaspoderosas.org/home/)
+
+ Chicas Poderosas is a community working to bring Latina women in the Americas into the forefront of digital journalism. Through events, meetups and mentoring, Chicas aims to engage more women in developing news applications, producing interactive content, and integrating new tools into their newsrooms.
+
+ - [Code First Girl](http://www.codefirstgirls.org.uk) - *Loc:*
+
+ Code First Girl runs free part-time coding courses for young women across the UK, from St Andrews to Southampton. Most courses are run as University chapters, with graduate courses run in London.
+
+ - [DigiGirlz Day](https://www.microsoft.com/en-us/diversity/programs/digigirlz/digigirlzday.aspx)
+
+ DigiGirlz Day is a Microsoft-sponsored, one-day event designed to provide middle and high school girls with a better understanding of career opportunities. This opportunity offers attendees career planning assistance, exercises, and Microsoft product demonstrations -- all while interacting with real Microsoft employees and managers. Previously, this event has taken place across the globe at Microsoft locations like Nashville, TN; San Diego, CA; and Cairo, Egypt, with future sites listed.
+
+ - [DIY Girls](http://www.diygirls.org/)
+
+ DIY (“Do-It-Yourself”) Girls’ mission is to increase girls’ interest and success in technology, engineering and making through innovative educational experiences and mentor relationships. DIY Girls develops and implements educational programs and events designed to encourage engagement with technology, promote self-confidence and support aspiration to technical careers.
+
+ - [Girl Develop It](https://www.girldevelopit.com/) - *Loc:*
+
+ Girl Develop It is a nonprofit organization that provides affordable programs for adult women interested in learning web and software development in a judgment-free environment.
+
+ - [Girls Can Code](https://gcc.prologin.org/) - *Loc:* 
+
+ The Girls Can Code is an internship that takes place in 3 different cities and is the perfect opportunity to meet other girls motivated by the programming and to progress together, each at its own pace. The internship will include programming exercises and some lectures given by women working in computer science.
+
+ - [Girls In Tech](http://www.girlsintech.org/)
+
+ GIT is a global nonprofit focused on the engagement, education and empowerment of girls and women who are passionate about technology. Our aim is to accelerate the growth of innovative women who are entering into the high-tech industry and building successful startups.
+
+ - [Girls Teaching Girls to Code](https://www.girlsteachinggirlstocode.org/)
+
+ Girls Teaching Girls to Code is a program that connects women pursuing Computer Science and Engineering degrees with high school girls who want to learn and apply their new skills to CS-related projects. GTC has an immersive annual Code Camp as well as smaller events like workshops and office tours throughout the year.
+
+ - [Girls Who Code](http://girlswhocode.com/)
+
+ We are a national nonprofit organization working to close the gender gap in the technology and engineering sectors.The Girls Who Code Summer Immersion Program is a 7-week intensive computer science course that embeds classrooms in technology companies and universities.
+
+ - [Hackbright Academy](https://hackbrightacademy.com/)
+
+ Hackbright Academy is the leading software engineering school for women founded in San Francisco in 2012. The academy graduates more female engineers than Stanford and UC Berkeley each year.
+
+ - [Ladies Learning Code](http://ladieslearningcode.com/) - *Loc:* 
+
+ We are a not-for-profit organization with the mission to be the leading resource for women and youth to become passionate builders - not just consumers - of technology by learning technical skills in a hands-on, social, and collaborative way.
+
+ - [Minas Program](http://minasprogramam.com/) - *Loc:*
+
+ The Minas Program offers a two-week introductory programming course in Avenida Paulista, São Paulo each summer. It includes 51 hours of training in 13 days, and is free. This course is open to all but specifically geared toward women who with less access to technical training.
+
+ - [Tech Girlz](http://www.techgirlz.org/)
+
+ We are a nonprofit dedicated to reducing — and, we hope, ultimately eliminating — the gender gap in technology occupations. We hold workshops and an annual entrepreneurial summer camp aimed at giving middle-school girls hands-on experience with different kinds of technology and enable them to interact with women who have carved out successful careers in technology fields.
+
+ - [Women in Computer Science](http://web.stanford.edu/group/wics/)
+
+ WICS is a Stanford University student organization that promotes and supports women in CS and technology through networking and professionalization events. They have industry sponsorship from companies like Google, Oracle, and Facebook. The WICS website also regularly updates a list of events, conferences, and scholarships for both undergraduate and graduate students (including non-Stanford affiliated students).
+
+ - [Women’s Technology Program at MIT](http://wtp.mit.edu/)
+
+ The Women's Technology Program at MIT is a a four-week summer program that introduces high school seniors to engineering and computer science. The program is aimed at empowering students from historically underrepresented and underserved communities as well as those who will be the first in their family to attend college.
+
+### Chatrooms
+([Go to top](#awesome4girls---))
+
+ Online chatrooms such as slack teams, gitter, IRC etc.
+
+ - [Systers](https://anitab.org/systers/)
+
+ A community of Anita Borg Institute members. It provides a space to discuss and contribute towards Open Source projects, participate in events and discuss any aspect of technology.
+
+ - [Women in Tech](http://witchat.github.io/)
+
+ A safe, confidential space for women who work in technology to chat and support each other.
+
+### Communities/Groups
+([Go to top](#awesome4girls---))
+
+ Online communities and groups.
+
+ - [AspireIT](https://www.aspirations.org/aspireit)
+
+ AspireIT is a National Center for Women and Information Technology education program and network for K-12 girls. The program connects nearly 700 programming and computer science organizations in schools in 45 US states, DC, the US Virgin Islands and Puerto Rico. AspireIT also offers student awards and local program development support for educators.
+
+ - [Association for Women in Science](https://www.awis.org/)
+
+ AWIS is a global network that inspires bold leadership, research, and solutions that advance women in STEM, spark innovation, promote organizational success and drive systemic change. In addition to their networking and career growth support they publish a magazine, offer scholarships and grants, and host events.
+
+ - [Built by Girls](https://www.builtbygirls.com/)
+
+ Built by Girls is an early career community supporting women and non-binary tech professionals. The group maintains a calendar of workshops, panels, office tours and networking events. The WAVE mentorship program matches participants with a different industry professional as an advisor every three months.
+
+ - [Chicago WomenTech](https://www.meetup.com/Chicago-WomenTech/)
+
+ Chicago WomenTech is a Meetup group with over 4500 members for women in tech to collaborate and network in the Chicago area.
+
+ - [Code Girls](http://codegirls.de/) - *Loc:* 
- *Lang: Deutsch Only*
+
+ An enthusiastic group of ladies with a focus on web-technologies who want to learn to code, need support in coding, or simply want to understand how the web is made. They meet regularly every two weeks. Everyone is welcome.
+
+ - [Codess](https://www.codess.net/)
+
+ Codess is an international community for female coders initiated by Microsoft. Codess was established to explore ways to promote gender diversity in the engineering field. They offer networking events and mentorship opportunities for women in tech.
+
+ - [Lambda Ladies](http://www.lambdaladies.com/)
+
+ Lambda Ladies is an online community for anyone who identifies as a girl or woman and is interested in functional programming. Complete beginners are welcome.
+
+ - [Oracle Women in Technology](https://community.oracle.com/groups/otn-women-in-technology/overview)
+
+ Oracle WIT Community Group - a place to share experiences and mentor women in high tech roles. They share knowledge and technical resources and engage with other women throughout the Oracle technical community.
+
+ - [San Francisco Women in Tech](https://www.meetup.com/SanFranciscoWomenandDiversityInTech/)
+
+ San Francisco Women in Tech is a Meetup group with over 3200 members for women in San Francisco and Silicon Valley to network and learn about new technologies and opportunities in a context that values diversity in the industry.
+
+ - [Women Hack For Non-Profits (WHFNP)](http://www.womenhackfornonprofits.com/)
+
+ Women Hack for Non-Profits (WHFNP) is a volunteer community that enhances the skills of women in technology, supports their development and provides opportunities to explore open source. The group matches skilled women to open source projects that are being developed for non-profits, charities and individuals to create a positive social impact.
+
+### Conferences/Talks
+([Go to top](#awesome4girls---))
+
+ Conferences featuring talks, workshops, networking and other events.
+
+ - [ACT-W](https://act-w.org/)
+
+ Presented by ChickTech, ACT-W: Advancing the Careers of Technical Womxn is an action-packed conference where talented womxn and allies can build skills, grow their communities, and accelarate their career paths. All proceeds from the conference go towards ChickTech's programs providing local high school young womxn with STEM education and spreading ChickTech's reach to create a culture of inclusion for all.
+
+ - [AlterConf](https://alterconf.com/)
+
+ AlterConf is a traveling conference series that provides safe opportunities for marginalized people and those who support them in the tech and gaming industries.
+
+ - [Ela Conf](http://elaconf.com) *Loc:*
+
+ A safe, inclusive tech leadership conference and community for adult (18+) women (cis and trans), trans men, and genderqueer people to connect with and empower one another.
+
+ - [European Women In Technology](http://www.europeanwomenintech.com)
+
+ A conference to inspire and connect women working in the tech industry. It offers interactive panels and deep-dive workshops, delivered by industry pioneers. Both men and women can attend to discuss issues relating to women in tech leadership, female founders, bridging the gender gap, non-technical women in tech and inspiring future generations of girls into the sector.
+
+ - [Female Founders Conference](http://www.femalefoundersconference.org/)
+
+ An annual conference organized by accelerator Y Combinator and targeted at female founders and entrepreneurs. The event features talks and panels, including sessions where female founders share their experiences and offer startup guidance.
+
+ - [Girls in Tech Catalyst Conference](http://catalystsf.girlsintech.org/)
+
+ The highlight of Girls in Tech Catalyst is inspiring keynotes from female leaders. The conference also offers attendees authentic networking opportunities, a platform to exchange ideas and connect with other inspiring women. We’ll be layering in meaningful workshops and evening fun, including a kick-off cocktail party.
+
+ - [Global Tech Women's Annual Voices Conference](http://www.globaltechwomen.com/voices-global-conference.html/)
+
+ This annual free event is the only conference for women in technology held around the globe offering complete access for everyone to attend and to participate physically or virtually removing all barriers to participation. Representatives present individually and collectively to discuss, collaborate and celebrate the contributions of technical women.
+
+ - [Grace Hopper Celebration of Women in Computing](https://ghc.anitab.org/)
+
+ The Grace Hopper Celebration of Women in Computing is the world's largest gathering of women technologists. It is produced by the Anita Borg Institute and presented in partnership with ACM.
+
+ - [Johnson Women in Technology Conference](http://www.johnsonwomenintech.com)
+
+ The Johnson Women in Technology Conference (JWiT) is organized by the students of the Johnson Graduate School of Management at Cornell University. Designed to attract students and professionals alike, the event features engrossing panel discussions, valuable networking events, a pre-revenue pitch competition and more.
+
+ - [Lesbians Who Tech](http://lesbianswhotech.org//)
+
+ Lesbians Who Tech is a Community of Queer Women in or around tech (and the people who love them).
+
+ - [She's Geeky](http://shesgeeky.org/)
+
+ The *unConference* for women geeks of all kinds to share, connect, network, learn, inspire and have lots of fun.
+
+ - [SheSharp](http://www.shesharp.org/) - *Loc:* 
+
+ A Greek community of people dedicated to promoting women's engagement with technology & science. Its main activities consist of free workshops, meetups open to anyone interested, as well as partnerships with other tech communities and local chapters of Thessaloniki.
+
+ - [SWE](http://societyofwomenengineers.swe.org/)
+
+ The Society of Women Engineers (SWE) is a not-for-profit educational and service organization that empowers women to succeed and advance in the field of engineering and to be recognized for their life-changing contributions as engineers and leaders. It promotes the annual conference for women engineers.
+
+ - [Tech Up for Women](https://corporatelearninghub.com/techupforwomen/)
+
+ Tech Up for Women is a one-day event for the advancement of women in technology through education, resourcing and networking. The event will focus on new technological advances, cyber security and different financing avenues for startups and privately held companies. This event will provide resources and opportunities for women to improve their digital literacy and successfully compete and disrupt gender imbalance in work environments.
+ The purpose of the event is to take the fear factor out of technology and empower women.
+
+ - [Watermark Conference for Women](http://www.watermarkconferenceforwomen.org) - *Loc:*
+
+ The mission of the Conference for Women is to promote, communicate and amplify the influence of women in the workplace and beyond. At the annual nonpartisan, nonprofit conferences, it brings together thousands of active professionals to connect, renew, and find inspiration in the community.
+
+ - [We RISE](https://werise.tech/) - *Loc:*
+
+ We RISE is all about growing and showcasing women in technology. For two days, We RISE features women and allies doing amazing work from all over the world.
+
+ - [WECode](http://www.wecodeharvard.com/) - *Loc:*
+
+ WECode is "the largest student-run Women in Computer Science conference, held at Harvard University each February. Our mission is to expand the skills, network, and community of technical women worldwide. We bring together women over the course of two amazing days to share ideas and conversations on technology and innovation." Live at https://live.cs50.net/wecode on February 27 and February 28.
+
+ - [WITI](http://www.witi.com/)
+
+ WITI is the premier global organization helping tech-savvy women attain their professional goals. WITI organizes events and summits for women.
+
+ - [Women in Tech Summit Series](http://womenintechsummit.net/)
+
+ The Women in Tech Summit is a series of events that inspire, educate and connect women in the technology industry, from every level from students to senior executives. Events are held in Denver, Philadelphia, Raleigh-Durham, and Washington, D.C.
+
+ - [Women of the Channel Leadership Summit WEST](http://www.thechannelco.com/events/wotcw17/about) - *Loc:*
+
+ Female leaders from across the channel — management, sales, marketing, technology and operations — come together to learn from one another and build new relationships.
+
+ - [Women Who Tech](http://womenwhotech.com/)
+
+ Organizers of the yearly Women Who Tech TeleSummit, with talks by women in technology, startups, and social media. Creators of the #Women2Follow hashtag on Twitter.
+
+ - [Write/Speak/Code](http://www.writespeakcode.com/)
+
+ Write/Speak/Code is on a mission to empower women software developers to become thought leaders, conference speakers, and open source contributors. They run conferences and events across the US.
+
+### Hackerspace/Makerspace
+([Go to top](#awesome4girls---))
+
+ Collaboratives Spaces with hacker/maker culture for facility making, learning, exploring and sharing knowledge.
+
+
+ - [Maria Lab](https://www.programaria.org/) - *Loc:*
+
+ It is a hackerspace/makerspace and is focused to teach and spread and technology with women's empowerment in a safety environment. Maria Lab promote diversity and union of the womens.
+
+ - [Mothership HackerMoms](https://mothership.hackermoms.org/) - *Loc:*
+
+ It was the first all-women hackerspace, this space is located in Berkeley and have the goal to explore the culture hacker/maker and learn about entrepreneurship, design, DIY crafts all of that in hands-on workshops. Those workshops could be towards for moms of every gender or for the kids.
+
+### Linux/OpenSource
+([Go to top](#awesome4girls---))
+
+ Projects where an open source organization is behind it.
+
+ - [Debian Women](https://www.debian.org/women/)
+
+ The Debian Women project was founded in May 2004. We seek to balance and diversify the Debian Project by actively engaging with interested women and encouraging them to become more involved with Debian.
+
+ - [Fedora Women](https://fedoraproject.org/wiki/Women)
+
+ Fedora Women is a project designed to connect and assist women who are interested in using and contributing to Fedora.
+
+ - [KDE Women](https://community.kde.org/KDE_Women)
+
+ KDE Women is a group of women in the KDE community. We are here to help increase the number of women in Open Source and to support each other.
+
+ - [Linux Chix](https://en.wikipedia.org/wiki/LinuxChix)
+
+ It is a women-oriented Linux community. It is designed to provide both technical and social support for women Linux users, although men are encouraged to help and contribute.
+
+ - [Ubuntu Women](http://wiki.ubuntu-women.org/)
+
+ The Ubuntu Women Project was founded in 2006 and aims to foster Women contributors and community involvement through mentoring and inspiration. The Ubuntu Women Team has many projects with which we attempt to boost the visibility of women within all areas of Ubuntu, and we invite you to help out.
+
+### Mentorship
+([Go to top](#awesome4girls---))
+
+ Projects with mentoring opportunities.
+
+ - [Chick Tech](http://chicktech.org/) - *Loc:*
+
+ We facilitate hands-on technology-centric events to empower, support, and increase the confidence of women and girls. Through our events, we build community, empower participants to see themselves as leaders and provide networking and mentoring opportunities in the rapidly growing high-tech industry.
+
+ - [OS4W](https://os4w.org/)
+
+ OS4W is a resource for connecting all women, including women of color and transgender women, to open source projects that are welcoming, inclusive, and appreciative of diversity in their contributors. The site features a directory for finding mentors and pair partners as well as a curated list of open source projects with codes of conduct.
+
+ - [She++](http://www.sheplusplus.org/)
+
+ It is a social enterprise that empowers women to make their mark on the technology industry. We believe that when women are equally represented in technology development, we accelerate innovation for those who need it most.
+
+## Other Initiatives
+([Go to top](#awesome4girls---))
+
+### Awards
+([Go to top](#awesome4girls---))
+
+ - [RedHat - Women in Open Source](https://www.redhat.com/en/about/women-in-open-source)
+
+ Honor. Celebrate. Inspire. We believe that open source is the future of technology—and that it's time to recognize the contributions women are making.
+
+ - [The Ada Awards](http://adaawards.com/)
+
+ The Ada Awards are an initiative of the Digital Leadership Institute, a Brussels-based international NGO with a mission to bridge the gender gap and digital divide worldwide. The Awards aim to recognize outstanding girls and women in tech, and the organizations who support them in Europe, Africa and beyond.
+
+### Content
+([Go to top](#awesome4girls---))
+
+ - [Code it Like a Girl](http://www.codeitlikeagirl.com/?lang=en) - *Loc:*
+
+ Code it Like a Girl is a digital media collective that creates content intended to inspire people who self-identify as female to follow their dreams. From technology news and how-to’s to remarkable stories of people all around the world, articles on feminism or just whatever we feel like talking-writing-filming about, we’ll be sharing our POV on anything that can be proven empowering, valuable, informative or entertaining to our audience.
+
+ - [Global Fund for Women](http://ignite.globalfundforwomen.org/about)
+
+ IGNITE features stories of women and girls who are leading and innovating in science, technology, engineering and math. The project also highlights the gender gap in technology and advocates for women and girls’ increased access to and control of technologies.
+
+ - [InspirAda na Computação](https://inspiradanacomputacao.com/) - *Loc:* - *Lang: PT-BR only*
+
+ Collaborative blog to give voice to women in computing, science and technology. The blog aims to share content in order to inspire women to become interested in the tech area. It promotes the access to the tech knowledge and brings, as a result, the equality of opportunities.
+
+ - [Made with Code](https://www.madewithcode.com/)
+
+ Made with Code is an initiative launched by Google on 19 July 2014. Google's aim is to to empower young women in middle and high schools with computer programming skills. The website revolves around providing online activities for young girls to learn to code.
+
+ - [OxenTIMenina](http://oxentimenina.com.br)
+
+ They aim to connect girls and women with the opportunity to have experience and make technology no matter which social class they're come from, their knowlodge or anything that is considered a limitation.
+
+ - [PrograMaria](http://www.programaria.org/) - *Loc:* - *Lang: PT-BR only*
+
+ PrograMaria is an initiative to involve more girls and women in the tech and programming area. The content production and events are produced under three pillars: Inspire, Discuss and Learn.
+
+ - [WomenTechmakers](https://www.womentechmakers.com/)
+
+ Google's global program providing visibility, community, & resources for women in technology. Provides resources to women starting their career and women with an established career in tech to further their success.
+
+ - [Womoz](http://www.womoz.org/blog/)
+
+ The Womoz Blog. Program updates and news from the women and Mozilla project.
+
+### Documentaries/Movies
+([Go to top](#awesome4girls---))
+
+ - [Code Girls](http://www.codegirlmovie.com/)
+
+ Documentary about girls who code and develop app ideas for the Technovation Challenge address issues in their community and try to solve problems through the use of technology.
+
+ - [She started it](http://www.shestarteditfilm.com/)
+
+ Meet five young women determined to pursue their start-up dreams. She Started It is a documentary by Nora Poggi and Insiyah Saeed following Stacey Ferreira, Thuy Truong, Brienne Ghafourifar, Sheena Allen and Agathe Molinar over the course of 2+ years, illuminating the ups and downs these entrepreneurs face in building new businesses.
+
+ - [She++ The Documentary](http://sheplusplus.org/film/)
+
+ The Documentary (12 min: TV-14 DL; Released April 1, 2013) introduces the world of technology by following the stories of smart, creative, and trailblazing good girls gone geek.
+
+### Jobs
+([Go to top](#awesome4girls---))
+
+ - [Lane by Women 2.0](https://lane.women2.com/)
+
+ Lane is a hiring and job search platform created by Women 2.0. The focus is on women in tech and encouraging workplaces that care about making their companies more successful through inclusion.
+
+ - [Outreach Program for Women](https://www.gnome.org/opw/)
+
+ Outreach Program for Women has been helping women (cis and trans), trans men, and genderqueer people get involved in free and open source software. It provides a supportive community for beginning to contribute anytime throughout the year and offers focused internship opportunities twice a year with a number of free software organizations.
+
+ - [PowerToFly](https://www.powertofly.com/)
+
+ Connecting women with jobs that actually lead to work-life balance. Specializing in remote work for women. In addition to job boards, it contains information about time-management, self-efficacy etc.
+
+ - [Rewriting the Code](http://rewritingthecode.org)
+
+ The Rewriting the Code Fellowship is a year-long program that provides the opportunity to intern in a top tech company across a variety of industries and gain essential personal and confidence-building skills needed to excel in the tech industry.
+
+ - [Women in Tech](http://www.womenintechnology.co.uk/)
+
+ Women in Technology is a commercial organization committed to assisting suitably qualified and experienced women in their search for career opportunities in information technology.
+
+### Speakers
+([Go to top](#awesome4girls---))
+
+ - [CallbackWomen](http://www.callbackwomen.com/)
+
+ The mission of CallbackWomen is to radically expand gender diversity at the podium of professional programmers' conferences. Call for proposals (CFPs) are shared via Twitter: https://twitter.com/callbackwomen.
+
+ - [Mulheres Palestrantes](http://insideoutproject.xyz/mulheres-palestrantes/) - *Loc:* - *Lang: PT-BR only*
+
+ Given the still small number of women speaking at events (especially technology) here in Brazil, a spreadsheet was created to give these women visibility and to encourage others to start.
+ Mulheres Palestrantes is a project that keeps a list of women who talk about themes related to programming, design, entrepreneurship and technology in general, this project was born from trying to organize the data of the worksheet in a more visual, facilitating access, reducing duplication and facilitating research.
+
+## Organisation toolkits
+([Go to top](#awesome4girls---))
+
+ If you are trying to organize your own events, these resoures might help.
+
+ - [AdaCamp Toolkit](https://adacamp.org/)
+
+ Ada Camp used to be a popular conference dedicated to increasing women’s participation in open technology and culture, but it's no longer run. However, they have released all their guides and resources in the form the open source AdaCamp Toolkit for those who want to organize their own feminist conferences.
+
+## Other Lists
+([Go to top](#awesome4girls---))
+
+ - [awesome-diversity](https://github.com/folkswhocode/awesome-diversity)
+
+ A curated list of amazingly awesome articles, websites and resources about diversity in technology.
+
+ - [tech-gender-gap](https://github.com/apdaros/tech-gender-gap)
+
+ List of initiatives and information about women in tech as well as the industry's gender gap.
+
+----
+
+# License [](https://creativecommons.org/publicdomain/zero/1.0/)
+([Go to top](#awesome4girls---))
+
+This work is licensed under a [CC0 1.0 Universal (CC0 1.0).](https://creativecommons.org/publicdomain/zero/1.0/)
diff --git a/readmes/AIbooks b/readmes/AIbooks
new file mode 100644
index 0000000..c5350af
--- /dev/null
+++ b/readmes/AIbooks
@@ -0,0 +1,263 @@
+# Awesome AI books
+
+Some awesome AI related books and pdfs for downloading and learning.
+
+## Preface
+
+**This repo only used for learning, do not use in business.**
+
+Welcome for providing great books in this repo or tell me which great book you need and I will try to append it in this repo, any idea you can create issue or PR here.
+
+Due to github Large file storage limition, all books pdf stored in **Yandex.Disk**.
+
+Some often used **Mathematic Symbols** can refer this [page](https://github.com/zslucky/awesome-AI-books/blob/master/math-symbols.md)
+
+## Content
+- [Organization with papers/researchs](https://github.com/zslucky/awesome-AI-books#organization-with-papersresearchs)
+- [Training ground](https://github.com/zslucky/awesome-AI-books#training-ground)
+- [Books](https://github.com/zslucky/awesome-AI-books#books)
+ - [Introductory theory and get start](https://github.com/zslucky/awesome-AI-books#introductory-theory-and-get-start)
+ - [Mathematics](https://github.com/zslucky/awesome-AI-books#mathematics)
+ - [Data mining](https://github.com/zslucky/awesome-AI-books#data-mining)
+ - [Deep Learning](https://github.com/zslucky/awesome-AI-books#deep-learning)
+ - [Philosophy](https://github.com/zslucky/awesome-AI-books#philosophy)
+- [Quantum with AI](https://github.com/zslucky/awesome-AI-books#quantum-with-ai)
+ - [Quantum Basic](https://github.com/zslucky/awesome-AI-books#quantum-basic)
+ - [Quantum AI](https://github.com/zslucky/awesome-AI-books#quantum-ai)
+ - [Quantum Related Framework](https://github.com/zslucky/awesome-AI-books#quantum-related-framework)
+- [Libs With Online Books](https://github.com/zslucky/awesome-AI-books#libs-with-online-books)
+ - [Reinforcement Learning](https://github.com/zslucky/awesome-AI-books#reinforcement-learning)
+ - [Feature Selection](https://github.com/zslucky/awesome-AI-books#feature-selection)
+ - [Machine Learning](https://github.com/zslucky/awesome-AI-books#machine-learning-1)
+ - [Deep Learning](https://github.com/zslucky/awesome-AI-books#deep-learning-1)
+ - [NLP](https://github.com/zslucky/awesome-AI-books#nlp)
+ - [CV](https://github.com/zslucky/awesome-AI-books#cv)
+ - [Meta Learning](https://github.com/zslucky/awesome-AI-books#meta-learning)
+ - [Transfer Learning](https://github.com/zslucky/awesome-AI-books#transfer-learning)
+ - [Auto ML](https://github.com/zslucky/awesome-AI-books#auto-ml)
+ - [Dimensionality Reduction](https://github.com/zslucky/awesome-AI-books#dimensionality-reduction)
+- [Distributed training](https://github.com/zslucky/awesome-AI-books#distributed-training)
+
+## Organization with papers/researchs
+
+- [arxiv.org](https://arxiv.org/)
+- [Science](http://www.sciencemag.org/)
+- [Nature](https://www.nature.com/nature/)
+- [DeepMind Publications](https://deepmind.com/research/publications/)
+- [OpenAI Research](https://openai.com/research/)
+
+## Training ground
+
+- [OpenAI Gym](https://gym.openai.com/): A toolkit for developing and comparing reinforcement learning algorithms. (Can play with [Atari](https://en.wikipedia.org/wiki/Atari), Box2d, MuJoCo etc...)
+- [malmo](https://github.com/Microsoft/malmo): Project Malmö is a platform for Artificial Intelligence experimentation and research built on top of Minecraft.
+- [DeepMind Pysc2](https://github.com/deepmind/pysc2): StarCraft II Learning Environment.
+- [Procgen](https://github.com/openai/procgen): Procgen Benchmark: Procedurally-Generated Game-Like Gym-Environments.
+- [TorchCraftAI](https://torchcraft.github.io/TorchCraftAI/): A bot platform for machine learning research on StarCraft®: Brood War®
+- [Valve Dota2](https://developer.valvesoftware.com/wiki/Dota_Bot_Scripting): Dota2 game acessing api. ([CN doc](https://developer.valvesoftware.com/wiki/Dota_Bot_Scripting:zh-cn))
+- [Mario AI Framework](https://github.com/amidos2006/Mario-AI-Framework): A Mario AI framework for using AI methods.
+- [Google Dopamine](https://github.com/google/dopamine): Dopamine is a research framework for fast prototyping of reinforcement learning algorithms
+- [TextWorld](https://github.com/Microsoft/TextWorld): Microsoft - A learning environment sandbox for training and testing reinforcement learning (RL) agents on text-based games.
+- [Mini Grid](https://github.com/maximecb/gym-minigrid): Minimalistic gridworld environment for OpenAI Gym
+- [MAgent](https://github.com/geek-ai/MAgent): A Platform for Many-agent Reinforcement Learning
+- [XWorld](https://github.com/PaddlePaddle/XWorld): A C++/Python simulator package for reinforcement learning
+- [Neural MMO](https://github.com/openai/neural-mmo): A Massively Multiagent Game Environment
+- [MinAtar](https://github.com/kenjyoung/MinAtar): MinAtar is a testbed for AI agents which implements miniaturized version of several Atari 2600 games.
+- [craft-env](https://github.com/Feryal/craft-env): CraftEnv is a 2D crafting environment
+- [gym-sokoban](https://github.com/mpSchrader/gym-sokoban): Sokoban is Japanese for warehouse keeper and a traditional video game
+- [Pommerman](https://github.com/MultiAgentLearning/playground) Playground hosts Pommerman, a clone of Bomberman built for AI research.
+- [gym-miniworld](https://github.com/maximecb/gym-miniworld#introduction) MiniWorld is a minimalistic 3D interior environment simulator for reinforcement learning & robotics research
+- [vizdoomgym](https://github.com/shakenes/vizdoomgym) OpenAI Gym wrapper for [ViZDoom](https://github.com/mwydmuch/ViZDoom) (A Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information) enviroments.
+- [ddz-ai](https://github.com/freefuiiismyname/ddz-ai) 以孤立语假设和宽度优先搜索为基础，构建了一种多通道堆叠注意力Transformer结构的斗地主ai
+
+
+## Books
+
+### Introductory theory and get start
+
+- [Artificial Intelligence-A Modern Approach (3rd Edition)](https://yadi.sk/i/G6NlUUV8SAVimg) - Stuart Russell & peter Norvig
+- **COMMERCIAL** [Grokking Artificial Intelligence Algorithms](https://www.manning.com/books/grokking-artificial-intelligence-algorithms) - Rishal Hurbans
+
+### Mathematics
+
+- [A First Course in ProbabilityA First Course in Probability (8th)](https://yadi.sk/i/aDvGdqWlcXxbhQ) - Sheldon M Ross
+- [Convex Optimization](https://yadi.sk/i/9KGVXuFJs3kakg) - Stephen Boyd
+- [Elements of Information Theory Elements](https://yadi.sk/i/2YWnNsAeBc9qcA) - Thomas Cover & Jay A Thomas
+- [Discrete Mathematics and Its Applications 7th](https://yadi.sk/i/-r3jD4gB-8jn1A) - Kenneth H. Rosen
+- [Introduction to Linear Algebra (5th)](http://www.mediafire.com/file/f31dl0ghup7e6gk/Introduction_to_Linear_Algebra_5th_-_Gilbert_Strang.pdf/file) - Gilbert Strang
+- [Linear Algebra and Its Applications (5th)](https://yadi.sk/i/uWEQVrCquqw1Ug) - David C Lay
+- [Probability Theory The Logic of Science](https://yadi.sk/i/TKQYNPSKGNbdUw) - Edwin Thompson Jaynes
+- [Probability and Statistics 4th](https://yadi.sk/i/38jrMmEXnJQZqg) - Morris H. DeGroot
+- [Statistical Inference (2nd)](https://yadi.sk/i/HWrbKYrYdpNMYw) - Roger Casella
+- [信息论基础 (原书Elements of Information Theory Elements第2版)](https://yadi.sk/i/HqGOyAkRCxCwIQ) - Thomas Cover & Jay A Thomas
+- [凸优化 (原书Convex Optimization)](https://yadi.sk/i/zUPPAi58v1gfkw) - Stephen Boyd
+- [数理统计学教程](https://yadi.sk/i/ikuXCrNgRCEVnw) - 陈希儒
+- [数学之美 2th](https://yadi.sk/i/QJPxzK4ZBuF8iQ) - 吴军
+- [概率论基础教程 (原书A First Course in ProbabilityA First Course in Probability第9版)](https://yadi.sk/i/wQZQ80UFLFZ48w) - Sheldon M Ross
+- [线性代数及其应用 (原书Linear Algebra and Its Applications第3版)](https://yadi.sk/i/cNNBS4eaLleR3g) - David C Lay
+- [统计推断 (原书Statistical Inference第二版)](https://yadi.sk/i/ksHAFRUSaoyk9g) - Roger Casella
+- [离散数学及其应用 (原书Discrete Mathematics and Its Applications第7版)](https://yadi.sk/i/kJHMmMA4ot66bw) - Kenneth H.Rosen
+
+### Data mining
+
+- [Introduction to Data Mining](https://yadi.sk/i/H7wc_FaMDl9QXQ) - Pang-Ning Tan
+- [Programming Collective Intelligence](https://yadi.sk/i/YTjrJWu7kXVrGQ) - Toby Segaran
+- [Feature Engineering for Machine Learning](https://yadi.sk/i/WiO7lageMIuIfg) - Amanda Casari, Alice Zheng
+- [集体智慧编程](https://yadi.sk/i/0DW5reTrXQ6peQ) - Toby Segaran
+
+### Machine Learning
+
+- [Information Theory, Inference and Learning Algorithms](https://yadi.sk/i/JXYto8yE6PJO8Q) - David J C MacKay
+- [Machine Learning](https://yadi.sk/i/03Jg9WMzgD2YlA) - Tom M. Mitchell
+- [Pattern Recognition and Machine Learning](https://yadi.sk/i/8ffTCaMH0bM8uQ) - Christopher Bishop
+- [The Elements of Statistical Learning](https://yadi.sk/i/hfatiRyBCwfcWw) - Trevor Hastie
+- [Machine Learning for OpenCV](https://yadi.sk/i/_UdlHqwuR-Wdxg) - Michael Beyeler ([Source code here](https://github.com/zslucky/awesome-AI-books/tree/master/resources/Machine%20Learning%20for%20OpenCV))
+- [机器学习](https://yadi.sk/i/vfoPTRRfgtEQKA) - 周志华
+- [机器学习 (原书Machine Learning)](https://yadi.sk/i/jTNv4kzG-lmlYQ) - Tom M. Mitchell
+- [统计学习方法](https://yadi.sk/i/R08dbDMOJb3KKw) - 李航
+
+### Deep Learning
+- Online Quick learning
+ - [Dive into Deep Learning](https://d2l.ai/) - (Using MXNet)An interactive deep learning book with code, math, and discussions.
+ - [d2l-pytorch](https://github.com/dsgiitr/d2l-pytorch) - (Dive into Deep Learning) pytorch version.
+ - [动手学深度学习](https://zh.d2l.ai/) - (Dive into Deep Learning) for chinese.
+- [Deep Learning](https://yadi.sk/i/2fOK_Xib-JlocQ) - Ian Goodfellow & Yoshua Bengio & Aaron Courville
+- [Deep Learning Methods and Applications](https://yadi.sk/i/uQAWfeKVmenmkg) - Li Deng & Dong Yu
+- [Learning Deep Architectures for AI](https://yadi.sk/i/AWpRq2hSB9RmoQ) - Yoshua Bengio
+- [Machine Learning An Algorithmic Perspective (2nd)](https://yadi.sk/i/1gOQ-Y5r4uP6Kw) - Stephen Marsland
+- [Neural Network Design (2nd)](https://yadi.sk/i/5LLMPfNcuaPTvQ) - Martin Hagan
+- [Neural Networks and Learning Machines (3rd)](https://yadi.sk/i/6s9AauRP1OGT2Q) - Simon Haykin
+- [Neural Networks for Applied Sciences and Engineering](https://yadi.sk/i/JK7aj5TsmoC1dA) - Sandhya Samarasinghe
+- [深度学习 (原书Deep Learning)](https://yadi.sk/i/DzzZU_QPosSTBQ) - Ian Goodfellow & Yoshua Bengio & Aaron Courville
+- [神经网络与机器学习 (原书Neural Networks and Learning Machines)](https://yadi.sk/i/ogQff9JpLEdHMg) - Simon Haykin
+- [神经网络设计 (原书Neural Network Design)](https://yadi.sk/i/uR2OAHHgnZHUuw) - Martin Hagan
+- **COMMERCIAL** [Interpretable AI](https://www.manning.com/books/interpretable-ai) - Ajay Thampi
+- **COMMERCIAL** [Conversational AI](https://www.manning.com/books/conversational-ai) - Andrew R. Freed
+
+### Philosophy
+- **COMMERCIAL** [Human Compatible: Artificial Intelligence and the Problem of Control](https://www.amazon.com/Human-Compatible-Artificial-Intelligence-Problem-ebook/dp/B07N5J5FTS) - Stuart Russell
+- **COMMERCIAL** [Life 3.0: Being Human in the Age of Artificial Intelligence](https://www.amazon.com/Life-3-0-Being-Artificial-Intelligence/dp/1101946598) - Max Tegmark
+- **COMMERCIAL** [Superintelligence: Paths, Dangers, Strategies](https://www.amazon.com/Superintelligence-Dangers-Strategies-Nick-Bostrom/dp/0198739834/ref=pd_sbs_14_t_0/146-0357100-6717505?_encoding=UTF8&pd_rd_i=0198739834&pd_rd_r=676ace91-552c-4865-a8d3-6273db5418bf&pd_rd_w=zYEu2&pd_rd_wg=hQdGQ&pf_rd_p=5cfcfe89-300f-47d2-b1ad-a4e27203a02a&pf_rd_r=DTH77KT4FSVRMJ47GBVQ&psc=1&refRID=DTH77KT4FSVRMJ47GBVQ) - Nick Bostrom
+
+## Quantum with AI
+
+- #### Quantum Basic
+ - [Quantum Computing Primer](https://www.dwavesys.com/tutorials/background-reading-series/quantum-computing-primer#h1-0) - D-Wave quantum computing primer
+ - [Quantum computing 101](https://uwaterloo.ca/institute-for-quantum-computing/quantum-computing-101) - Quantum computing 101, from University of Waterloo
+ - [pdf](https://yadi.sk/i/0VCfWmb3HrrPuw) Quantum Computation and Quantum Information - Nielsen
+ - [pdf](https://yadi.sk/i/mHoyVef8RaG0aA) 量子计算和量子信息（量子计算部分）- Nielsen
+- #### Quantum AI
+ - [Quantum neural networks](http://axon.cs.byu.edu/papers/ezhov.fdisis00.pdf)
+ - [An Artificial Neuron Implemented on an Actual Quantum Processor](https://arxiv.org/pdf/1811.02266.pdf)
+ - [Classification with Quantum Neural Networks on Near Term Processors](https://arxiv.org/pdf/1802.06002.pdf)
+ - [Black Holes as Brains: Neural Networks with Area Law Entropy](https://arxiv.org/pdf/1801.03918.pdf)
+- #### Quantum Related Framework
+ - [ProjectQ](https://github.com/ProjectQ-Framework/ProjectQ) - ProjectQ is an open source effort for quantum computing.
+
+## Libs With Online Books
+- #### GC (Generative Content)
+ - [Stable Diffusion](https://github.com/CompVis/stable-diffusion) - [[Paper](https://arxiv.org/abs/2112.10752)] A latent text-to-image diffusion model
+ - [Stable Diffusion V2](https://github.com/Stability-AI/stablediffusion) - High-Resolution Image Synthesis with Latent Diffusion Models
+ - [GFPGAN](https://github.com/TencentARC/GFPGAN) - [[Paper](https://arxiv.org/abs/2101.04061)] GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
+ - [ESRGAN](https://github.com/xinntao/ESRGAN) - [[Paper](https://arxiv.org/abs/2107.10833)] ECCV18 Workshops - Enhanced SRGAN. Champion PIRM Challenge on Perceptual Super-Resolution. The training codes are in BasicSR.
+ - [CodeFormer](https://github.com/sczhou/CodeFormer) - [[Paper](https://arxiv.org/abs/2206.11253)] - [NeurIPS 2022] Towards Robust Blind Face Restoration with Codebook Lookup Transformer
+ - [UniPC](https://github.com/wl-zhao/UniPC) - [[Paper](https://arxiv.org/abs/2302.04867)] UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models
+- #### Reinforcement Learning
+ - [A3C](https://arxiv.org/pdf/1602.01783.pdf) - Google DeepMind Asynchronous Advantage Actor-Critic algorithm
+ - [Q-Learning](http://www.gatsby.ucl.ac.uk/~dayan/papers/cjch.pdf) SARSA [DQN](https://storage.googleapis.com/deepmind-media/dqn/DQNNaturePaper.pdf) [DDQN](https://arxiv.org/pdf/1509.06461.pdf) - Q-Learning is a value-based Reinforcement Learning algorithm
+ - [DDPG](https://arxiv.org/pdf/1509.02971.pdf) - Deep Deterministic Policy Gradient,
+ - [Large-Scale Curiosity](https://arxiv.org/pdf/1808.04355.pdf) - Large-Scale Study of Curiosity-Driven Learning
+ - [PPO](https://arxiv.org/pdf/1707.06347.pdf) - OpenAI Proximal Policy Optimization Algorithms
+ - [RND](https://arxiv.org/pdf/1810.12894.pdf) - OpenAI Random Network Distillation, an exploration bonus for deep reinforcement learning method.
+ - [VIME](https://arxiv.org/pdf/1605.09674.pdf) - OpenAI Variational Information Maximizing Exploration
+ - [DQV](https://arxiv.org/pdf/1810.00368.pdf) - Deep Quality-Value (DQV) Learning
+ - [ERL](https://arxiv.org/pdf/1805.07917.pdf) - Evolution-Guided Policy Gradient in Reinforcement Learning
+ - [MF Multi-Agent RL](https://arxiv.org/pdf/1802.05438.pdf) - Mean Field Multi-Agent Reinforcement Learning. (this paper include MF-Q and MF-AC)
+ - [MAAC](https://arxiv.org/pdf/1810.02912.pdf) - Actor-Attention-Critic for Multi-Agent Reinforcement Learning
+- #### Feature Selection
+ - [scikit-feature](http://featureselection.asu.edu/algorithms.php) - A collection of feature selection algorithms, available on [Github](https://github.com/jundongl/scikit-feature)
+- #### Machine Learning
+ - [Scikit learn](https://scikit-learn.org/stable/) (**Python**) - Machine Learning in Python.
+ - [Linfa](https://github.com/rust-ml/linfa) (**Rust**) - spirit of `scikit learn`, a rust ML lib.
+ - [Xgboost](https://xgboost.readthedocs.io/en/latest/tutorials/model.html) (**Python, R, JVM, Julia, CLI**) - Xgboost lib's document.
+ - [LightGBM](https://lightgbm.readthedocs.io/en/latest/Features.html#) (**Python, R, CLI**) - Microsoft lightGBM lib's features document.
+ - [CatBoost](https://arxiv.org/pdf/1706.09516.pdf) (**Python, R, CLI**) - Yandex Catboost lib's key algorithm pdf papper.
+ - [StackNet](https://github.com/kaz-Anova/StackNet) (**Java, CLI**) - Some model stacking algorithms implemented in this lib.
+ - [RGF](https://arxiv.org/pdf/1109.0887.pdf) - Learning Nonlinear Functions Using `Regularized Greedy Forest` (multi-core implementation [FastRGF](https://github.com/RGF-team/rgf/tree/master/FastRGF))
+ - [FM](https://www.csie.ntu.edu.tw/~b97053/paper/Rendle2010FM.pdf), [FastFM](https://arxiv.org/pdf/1505.00641.pdf), [FFM](https://arxiv.org/pdf/1701.04099.pdf), [XDeepFM](https://arxiv.org/pdf/1803.05170.pdf) - Factorization Machines and some extended Algorithms
+- #### Deep Learning
+ - [GNN Papers](https://github.com/thunlp/GNNPapers) - Must-read papers on graph neural networks (GNN)
+ - [EfficientNet](https://arxiv.org/pdf/1905.11946.pdf) - Rethinking Model Scaling for Convolutional Neural Networks
+ - [DenseNet](https://arxiv.org/pdf/1608.06993.pdf) - Densely Connected Convolutional Networks
+- #### NLP
+ - [XLNet](https://arxiv.org/pdf/1906.08237.pdf) - [repo](https://github.com/zihangdai/xlnet) XLNet: Generalized Autoregressive Pretraining for Language Understanding
+ - [BERT](https://arxiv.org/pdf/1810.04805.pdf) - Pre-training of Deep Bidirectional Transformers for Language Understanding
+ - [GPT-3](https://arxiv.org/pdf/2005.14165.pdf) - Language Models are Few-Shot Learners
+- #### CV
+ - [Fast R-CNN](https://arxiv.org/pdf/1504.08083.pdf) - Fast Region-based Convolutional Network method (Fast R-CNN) for object detection
+ - [Mask R-CNN](https://arxiv.org/pdf/1703.06870.pdf) - Mask R-CNN, extends Faster R-CNN by adding a branch for predicting an object mask in parallel with the existing branch for bounding box recognition.
+ - [GQN](http://science.sciencemag.org/content/360/6394/1204/tab-pdf) - DeepMind Generative Query Network, Neural scene representation and rendering
+- #### Meta Learning
+ - [MAML](https://arxiv.org/pdf/1703.03400.pdf) - Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
+- #### Transfer Learning
+ - [GCN](https://arxiv.org/pdf/1803.08035.pdf) - Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs
+- #### Auto ML
+ - [Model Search](https://github.com/google/model_search) (**Python**) - Google Model search (MS) is a framework that implements AutoML algorithms for model architecture search at scale.
+ - [TPOT](https://github.com/EpistasisLab/tpot) (**Python**) - TPOT is a lib for AutoML.
+ - [Auto-sklearn](https://automl.github.io/auto-sklearn/master/) (**Python**) - auto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator
+ - [Auto-Keras](https://autokeras.com/) (**Python**) - Auto-Keras is an open source software library for automated machine learning (AutoML). It is developed by DATA Lab
+ - [TransmogrifAI](https://docs.transmogrif.ai/en/stable/index.html) (**JVM**) - TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML library written in Scala that runs on top of Spark
+ - [Auto-WEKAA](http://www.cs.ubc.ca/labs/beta/Projects/autoweka/) - Provides automatic selection of models and hyperparameters for [WEKA](https://www.cs.waikato.ac.nz/ml/weka/).
+ - [MLBox](https://github.com/AxeldeRomblay/MLBox) (**Python**) - MLBox is a powerful Automated Machine Learning python library
+- #### Pipeline Training
+ - [ZenML](https://github.com/maiot-io/zenml) (**Python**) - ZenML is built for ML practitioners who are ramping up their ML workflows towards production
+- #### Dimensionality Reduction
+ - [t-SNE](http://www.cs.toronto.edu/~hinton/absps/tsne.pdf) (**Non-linear/Non-params**) - T-distributed Stochastic Neighbor Embedding (t-SNE) is a machine learning algorithm for visualization
+ - [PCA](https://www.cs.cmu.edu/~elaw/papers/pca.pdf) (**Linear**) - Principal component analysis
+ - [LDA](https://www.isip.piconepress.com/publications/reports/1998/isip/lda/lda_theory.pdf) (**Linear**) - Linear Discriminant Analysis
+ - [LLE](https://cs.nyu.edu/~roweis/lle/papers/lleintro.pdf) (**Non-linear**) - Locally linear embedding
+ - [Laplacian Eigenmaps](http://web.cse.ohio-state.edu/~belkin.8/papers/LEM_NC_03.pdf) - Laplacian Eigenmaps for Dimensionality Reduction and Data Representation
+ - [Sammon Mapping](http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/AV0910/henderson.pdf) (**Non-linear**) - Sammon mapping is designed to minimise the differences between corresponding inter-point distances in the
+two spaces
+- #### Data Processing
+ - [Pandas](https://github.com/pandas-dev/pandas) (**Python**) - Flexible and powerful data analysis / manipulation library for Python.
+ - [Polars](https://github.com/pola-rs/polars) (**Rust, Python**) - Lightning-fast DataFrame library for Rust and Python.
+
+## Distributed training
+- [Horovod](https://github.com/horovod/horovod#usage) - Horovod is a distributed training framework for TensorFlow, Keras, PyTorch, and MXNet. The goal of Horovod is to make distributed Deep Learning fast and easy to use.
+- [Acme](https://github.com/deepmind/acme) - A Research Framework for (Distributed) Reinforcement Learning.
+- [bagua](https://github.com/BaguaSys/bagua) - Bagua is a flexible and performant distributed training algorithm development framework.
+
+## Support this project
+
+
+
+
+## Contributors
+
+### Code Contributors
+
+This project exists thanks to all the people who contribute. [[Contribute](CONTRIBUTING.md)].
+
+
+### Financial Contributors
+
+Become a financial contributor and help us sustain our community. [[Contribute](https://opencollective.com/awesome-AI-books/contribute)]
+
+#### Individuals
+
+
+
+#### Organizations
+
+Support this project with your organization. Your logo will show up here with a link to your website. [[Contribute](https://opencollective.com/awesome-AI-books/contribute)]
+
+
+
+
+
+
+
+
+
+
+
diff --git a/readmes/AutoHotkey b/readmes/AutoHotkey
new file mode 100644
index 0000000..711fbf3
--- /dev/null
+++ b/readmes/AutoHotkey
@@ -0,0 +1,368 @@
+# Awesome AutoHotkey [](https://autohotkey.com/) [](https://github.com/sindresorhus/awesome)
+
+A curated list of awesome [AutoHotkey](https://autohotkey.com/) libraries, library distributions, scripts, tools and resources. Inspired by the other [awesome lists](https://github.com/bayandin/awesome-awesomeness). Please read [CONTRIBUTING.md](https://github.com/ahkscript/awesome-AutoHotkey/blob/master/.github/CONTRIBUTING.md) before contributing.
+
+Out-of-date or discontinued, but nonetheless historically relevant items can be found on [Historical.md](https://github.com/ahkscript/awesome-AutoHotkey/blob/master/Historical.md)
+
+Development state:
+[](https://travis-ci.org/ahkscript/awesome-AutoHotkey) [](https://github.com/dkhamsing/awesome_bot)
+
+
+* [Awesome AutoHotkey](#awesome-autohotkey)
+ * [Libraries](#libraries)
+ * [Clipboard](#clipboard)
+ * [Console](#console)
+ * [Data format](#libraries-data-format)
+ * [Data Structures and Algorithms](#libraries-data-structs-algorithms)
+ * [Database](#database)
+ * [Filesystem](#filesystem)
+ * [Graphics](#libraries-graphics)
+ * [GUI](#libraries-gui)
+ * [Hotkeys](#hotkeys)
+ * [Joystick](#joystick)
+ * [Maths](#maths)
+ * [Memory](#memory)
+ * [Networking](#networking)
+ * [Plotting (graphs, bars, charts and etc)](#libraries-plotting)
+ * [System](#libraries-system)
+ * [Text manipulation](#text-manipulation)
+ * [Library Distributions](#library-distributions)
+ * [Scripts](#scripts)
+ * [Clipboard](#scripts-clipboard)
+ * [Filesystem](#scripts-filesystem)
+ * [Graphics](#scripts-graphics)
+ * [GUI](#scripts-gui)
+ * [Maths](#scripts-maths)
+ * [Mouse](#mouse)
+ * [Typing](#typing)
+ * [Window management](#window-management)
+ * [Games](#games)
+ * [Tools](#tools)
+ * [Interpreter](#interpreter)
+ * [Decompilers](#decompilers)
+ * [Debugging](#debugging)
+ * [Integrated Development Environment](#integrated-development-environment)
+ * [GUI WYSIWYG Builders](#gui-wysiwyg-builders)
+ * [Script Recorders and Writers](#script-recorders-and-writers)
+ * [Web Syntax Highlighters](#web-syntax-highlighters)
+ * [Others](#tools-others)
+ * [(Use in) other programming languages](#use-in-other-programming-languages)
+ * [Tutorials](#tutorials)
+ * [Classes](#tutorials-classes)
+ * [COM](#tutorials-com)
+ * [GUI](#tutorials-gui)
+ * [MCode (machine code)](#tutorials-mcode)
+ * [Resources](#resources)
+ * [Documentation](#documentation)
+ * [Books](#books)
+ * [Quick-start guides](#quick-start-guides)
+ * [Websites](#websites)
+ * [Forks](#forks)
+ * [AutoHotkey_H](#autohotkey_h)
+
+
+for Top 50 CRAN downloaded packages or repos with 400+
+
](https://cran.r-project.org/web/packages/lightgbm/index.html) - Light Gradient Boosting Machine.
+* [torch](https://cran.r-project.org/web/packages/torch/index.html) - Tensors and Neural Networks with 'GPU' Acceleration.
+
+## 2019
+
+* [ggforce](https://github.com/thomasp85/ggforce) - ggplot2 extension framework 
+* [rayshader](https://github.com/tylermorganwall/rayshader) - 2D and 3D data visualizations via rgl 
+* [vroom](https://github.com/r-lib/vroom) - Fast reading of delimited files 
+
+## Integrated Development Environments
+*Integrated Development Environment*
+
+* [VSCode ](https://code.visualstudio.com/) - [vscode-R](https://marketplace.visualstudio.com/items?itemName=Ikuyadeu.r) + [vscode-r-lsp](https://marketplace.visualstudio.com/items?itemName=REditorSupport.r-lsp) VSCode R Langauage Support
+* [RStudio ](http://www.rstudio.org/) - A powerful and productive user interface for R. Works great on Windows, Mac, and Linux.
+* [Emacs + ESS](http://ess.r-project.org/) - Emacs Speaks Statistics is an add-on package for emacs text editors.
+* [Sublime Text + R-IDE](https://github.com/REditorSupport/sublime-ide-r) - Add-on package for Sublime Text 2/3.
+* [TextMate + r.tmblundle](https://github.com/textmate/r.tmbundle) - Add-on package for TextMate 1/2.
+* [StatET](http://www.walware.de/goto/statet) - An Eclipse based IDE for R.
+* [R Commander](http://socserv.mcmaster.ca/jfox/Misc/Rcmdr/) - A package that provides a basic graphical user interface.
+* [IRkernel ](https://github.com/IRkernel/IRkernel) - R kernel for Jupyter.
+* [Deducer](http://www.deducer.org/pmwiki/pmwiki.php?n=Main.DeducerManual?from=Main.HomePage) - A Menu driven data analysis GUI with a spreadsheet like data editor.
+* [Radiant](https://radiant-rstats.github.io/docs) - A platform-independent browser-based interface for business analytics in R, based on the Shiny.
+* [Nvim-R ](https://github.com/jalvesaq/Nvim-R) - Neovim plugin for R.
+* [Jamovi](https://www.jamovi.org/) and [JASP](https://jasp-stats.org/) - Desktop software for both Bayesian and Frequentist methods, using a UI familiar to SPSS users.
+* [Bio7](http://www.bio7.org/) - An IDE contains tools for model creation, scientific image analysis and statistical analysis for ecological modelling.
+* [RTVS](http://microsoft.github.io/RTVS-docs/) - R Tools for Visual Studio.
+* [radian ](https://github.com/randy3k/radian) (formerly rtichoke) - A modern R console with syntax highlighting.
+* [RKWard](https://rkward.kde.org/) - An extensible IDE/GUI for R.
+
+## Syntax
+*Packages change the way you use R.*
+
+* [magrittr ](https://github.com/smbache/magrittr) - Let's pipe it.
+* [pipeR](https://github.com/renkun-ken/pipeR) - Multi-paradigm Pipeline Implementation.
+* [lambda.r](https://github.com/zatonovo/lambda.r) - Functional programming and simple pattern matching in R.
+* [purrr](https://github.com/hadley/purrr) - A FP package for R in the spirit of underscore.js.
+
+## Data Manipulation
+*Packages for cooking data.*
+
+* [dplyr ](https://github.com/hadley/dplyr) - Fast data frames manipulation and database query.
+* [data.table ](https://github.com/Rdatatable/data.table) - Fast data manipulation in a short and flexible syntax.
+* [reshape2 ](https://github.com/hadley/reshape) - Flexible rearrange, reshape and aggregate data.
+* [tidyr](https://github.com/hadley/tidyr) - Easily tidy data with spread and gather functions.
+* [broom ](https://github.com/dgrtwo/broom) - Convert statistical analysis objects into tidy data frames.
+* [rlist](https://github.com/renkun-ken/rlist) - A toolbox for non-tabular data manipulation with lists.
+* [ff](http://ff.r-forge.r-project.org/) - Data structures designed to store large datasets.
+* [lubridate](https://github.com/tidyverse/lubridate) - A set of functions to work with dates and times.
+* [stringi ](https://github.com/gagolews/stringi) - ICU based string processing package.
+* [stringr ](https://github.com/hadley/stringr) - Consistent API for string processing, built on top of stringi.
+* [bigmemory](https://github.com/kaneplusplus/bigmemory) - Shared memory and memory-mapped matrices. The big\* packages provide additional tools including linear models ([biglm](http://cran.r-project.org/web/packages/biglm/index.html)) and Random Forests ([bigrf](https://github.com/aloysius-lim/bigrf)).
+* [fuzzyjoin](https://github.com/dgrtwo/fuzzyjoin) - Join tables together on inexact matching.
+* [tidyverse](https://github.com/hadley/tidyverse) - Easily install and load packages from the tidyverse.
+* [snakecase](https://github.com/Tazinho/snakecase) - Automatically parse and convert strings into cases like snake or camel among others.
+* [DataExplorer](https://github.com/boxuancui/DataExplorer) - Fast exploratory data analysis with minimum code.
+
+## Data Formats
+*Packages for reading and writing data of different formats.*
+
+* [arrow ](https://arrow.apache.org/docs/r/) - An interface to the Arrow C++ library.
+* [feather ](https://github.com/wesm/feather) - Fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow.
+* [fst ](www.fstpackage.org/fst/) - Lightning Fast Serialization of Data Frames for R.
+* [haven](https://github.com/hadley/haven) - Improved methods to import SPSS, Stata and SAS files in R.
+* [jsonlite](https://github.com/jeroenooms/jsonlite) - A robust and quick way to parse JSON files in R.
+* [qs](https://github.com/traversc/qs) - Quick serialization of R objects.
+* [readxl ](https://readxl.tidyverse.org/) - Read excel files (.xls and .xlsx) into R.
+* [readr ](https://github.com/hadley/readr) - A fast and friendly way to read tabular data into R.
+* [rio](https://github.com/leeper/rio) - A Swiss-Army Knife for Data I/O.
+* [readODS](https://github.com/chainsawriot/readODS/) - Read OpenDocument Spreadsheets into R as data.frames.
+* [RcppTOML](https://github.com/eddelbuettel/rcpptoml) - Rcpp Bindings to C++ parser for TOML files.
+* [vroom](https://github.com/r-lib/vroom) - Fast reading of delimited files.
+* [writexl](https://docs.ropensci.org/writexl/) - Portable, light-weight data frame to xlsx exporter for R.
+* [yaml](https://github.com/viking/r-yaml) - R package for converting objects to and from YAML.
+
+
+## Graphic Displays
+*Packages for showing data.*
+
+* [ggplot2 ](https://github.com/hadley/ggplot2) - An implementation of the Grammar of Graphics.
+* [ggfortify](https://github.com/sinhrks/ggfortify) - A unified interface to ggplot2 popular statistical packages using one line of code.
+* [ggrepel](https://github.com/slowkow/ggrepel) - Repel overlapping text labels away from each other.
+* [ggalt](https://github.com/hrbrmstr/ggalt) - Extra Coordinate Systems, Geoms and Statistical Transformations for ggplot2.
+* [ggstatsplot](https://github.com/IndrajeetPatil/ggstatsplot) - ggplot2 Based Plots with Statistical Details
+* [ggtree](https://github.com/GuangchuangYu/ggtree) - Visualization and annotation of phylogenetic tree.
+* [ggtech](https://github.com/ricardo-bion/ggtech) - ggplot2 tech themes and scales
+* [ggplot2 Extensions](https://ggplot2-exts.github.io/ggiraph.html) - Showcases of ggplot2 extensions.
+* [lattice](https://github.com/deepayan/lattice) - A powerful and elegant high-level data visualization system.
+* [corrplot](https://github.com/taiyun/corrplot) - A graphical display of a correlation matrix or general matrix. It also contains some algorithms to do matrix reordering.
+* [rgl](http://cran.r-project.org/web/packages/rgl/index.html) - 3D visualization device system for R.
+* [Cairo](http://cran.r-project.org/web/packages/Cairo/index.html) - R graphics device using cairo graphics library for creating high-quality display output.
+* [extrafont](https://github.com/wch/extrafont) - Tools for using fonts in R graphics.
+* [showtext](https://github.com/yixuan/showtext) - Enable R graphics device to show text using system fonts.
+* [animation](https://github.com/yihui/animation) - A simple way to produce animated graphics in R, using [ImageMagick](http://imagemagick.org/).
+* [gganimate](https://github.com/dgrtwo/gganimate) - Create easy animations with ggplot2.
+* [misc3d](https://cran.r-project.org/web/packages/misc3d/index.html) - Powerful functions to deal with 3d plots, isosurfaces, etc.
+* [xkcd](https://cran.r-project.org/web/packages/xkcd/index.html) - Use xkcd style in graphs.
+* [imager](http://dahtah.github.io/imager/) - An image processing package based on CImg library to work with images and display them.
+* [hrbrthemes](https://github.com/hrbrmstr/hrbrthemes) - 🔏 Opinionated, typographic-centric ggplot2 themes and theme components.
+* [waffle](https://github.com/hrbrmstr/waffle) - 🍁 Make waffle (square pie) charts in R.
+* [dendextend](https://github.com/talgalili/dendextend) - visualizing, adjusting and comparing trees of hierarchical clustering.
+* [idendro](https://github.com/tsieger/idendro) - interactive exploration of dendrograms (trees of hierarchical clustering).
+* [r2d3](https://rstudio.github.io/r2d3/) - R Interface to D3 Visualizations
+* [Patchwork](https://github.com/thomasp85/patchwork) - Combine separate ggplots into the same graphic.
+* [plot3D](http://www.rforscience.com/rpackages/visualisation/plot3d/) - Plotting Multi-Dimensional Data
+* [plot3Drgl](https://cran.r-project.org/web/packages/plot3Drgl/index.html) - Plotting Multi-Dimensional Data - Using 'rgl'
+* [httpgd](https://github.com/nx10/httpgd) - Asynchronous http server graphics device for R.
+
+## HTML Widgets
+*Packages for interactive visualizations.*
+
+* [heatmaply](https://github.com/talgalili/heatmaply) - Interactive heatmaps with D3.
+* [d3heatmap](https://github.com/rstudio/d3heatmap) - Interactive heatmaps with D3 (no longer maintained).
+* [DataTables](http://rstudio.github.io/DT/) - Displays R matrices or data frames as interactive HTML tables.
+* [DiagrammeR ](https://github.com/rich-iannone/DiagrammeR) - Create JS graph diagrams and flowcharts in R.
+* [dygraphs](https://github.com/rstudio/dygraphs) - Charting time-series data in R.
+* [formattable ](https://github.com/renkun-ken/formattable) - Formattable Data Structures.
+* [ggvis ](https://github.com/rstudio/ggvis) - Interactive grammar of graphics for R.
+* [Leaflet](http://rstudio.github.io/leaflet/) - One of the most popular JavaScript libraries interactive maps.
+* [MetricsGraphics](http://hrbrmstr.github.io/metricsgraphics/) - Enables easy creation of D3 scatterplots, line charts, and histograms.
+* [networkD3](http://christophergandrud.github.io/networkD3/) - D3 JavaScript Network Graphs from R.
+* [scatterD3](https://github.com/juba/scatterD3) - Interactive scatterplots with D3.
+* [plotly ](https://github.com/ropensci/plotly) - Interactive ggplot2 and Shiny plotting with [plot.ly](https://plot.ly).
+* [rCharts ](https://github.com/ramnathv/rCharts) - Interactive JS Charts from R.
+* [rbokeh](http://hafen.github.io/rbokeh/) - R Interface to [Bokeh](http://bokeh.pydata.org/en/latest/).
+* [threejs](https://github.com/bwlewis/rthreejs) - Interactive 3D scatter plots and globes.
+* [timevis](https://github.com/daattali/timevis) - Create fully interactive timeline visualizations.
+* [visNetwork](https://github.com/datastorm-open/visNetwork) - Using vis.js library for network visualization.
+* [wordcloud2](https://github.com/Lchiffon/wordcloud2) - R interface to wordcloud2.js.
+* [highcharter](https://github.com/jbkunst/highcharter) - R wrapper for highcharts based on htmlwidgets
+* [echarts4r](https://github.com/JohnCoene/echarts4r) - R wrapper to Echarts version 4
+
+## Reproducible Research
+*Packages for literate programming and reproducible workflows.*
+
+* [knitr ](https://github.com/yihui/knitr) - Easy dynamic report generation in R.
+* [redoc](https://github.com/noamross/redoc) - Reversible Reproducible Documents
+* [tinytex](https://github.com/yihui/tinytex) - A lightweight and easy-to-maintain LaTeX distribution
+* [xtable](http://cran.r-project.org/web/packages/xtable/index.html) - Export tables to LaTeX or HTML.
+* [rapport](http://rapport-package.info/#intro) - An R templating system.
+* [rmarkdown ](http://rmarkdown.rstudio.com/) - Dynamic documents for R.
+* [slidify ](https://github.com/ramnathv/slidify) - Generate reproducible html5 slides from R markdown.
+* [Sweave](https://www.statistik.lmu.de/~leisch/Sweave/) - A package designed to write LaTeX reports using R.
+* [texreg](https://github.com/leifeld/texreg) - Formatting statistical models in LaTex and HTML.
+* [checkpoint](https://github.com/RevolutionAnalytics/checkpoint) - Install packages from snapshots on the checkpoint server.
+* [brew](https://cran.r-project.org/web/packages/brew/index.html) - Pre-compute data to enhance your report templates. Can be combined with knitr.
+* [officer](https://davidgohel.github.io/officer/index.html) - An R package to generate Microsoft Word, Microsoft PowerPoint and HTML reports.
+* [flextable](https://davidgohel.github.io/flextable/index.html) - An R package to embed complex tables (merged cells, multi-level headers and footers, conditional formatting) in Microsoft Word, Microsoft PowerPoint and HTML reports. It cooperates with the [officer] package and integrates with [rmarkdown] reports.
+* [bookdown](https://bookdown.org/) - Authoring Books with R Markdown.
+* [ezknitr](https://github.com/daattali/ezknitr) - Avoid the typical working directory pain when using 'knitr'
+* [targets](https://docs.ropensci.org/targets/) - Make-like pipeline tool for organizing and running data science workflows, automatically skipping steps that have already been done. Supported by [rOpenSci](https://ropensci.org/).
+* [R Suite](http://rsuite.io) - A package to design flexible and reproducible deployment workflows for R.
+* [kable](https://cran.r-project.org/web/packages/kableExtra/vignettes/awesome_table_in_html.html) - Build fancy HTML or 'LaTeX' tables using 'kable()' from 'knitr'.
+
+## Web Technologies and Services
+*Packages to surf the web.*
+
+* [Web Technologies List](https://github.com/ropensci/webservices) - Information about how to use R and the world wide web together.
+* [shiny ](https://github.com/rstudio/shiny) - Easy interactive web applications with R. See also [awesome-rshiny](https://github.com/grabear/awesome-rshiny)
+* [shinyjs](https://github.com/daattali/shinyjs) - Easily improve the user interaction and user experience in your Shiny apps in seconds.
+* [RCurl](http://cran.r-project.org/web/packages/RCurl/index.html) - General network (HTTP/FTP/...) client interface for R.
+* [curl](https://github.com/jeroen/curl) - A Modern and Flexible Web Client for R.
+* [httr ](https://github.com/hadley/httr) - User-friendly RCurl wrapper.
+* [httpuv](https://github.com/rstudio/httpuv) - HTTP and WebSocket server library.
+* [XML ](http://cran.r-project.org/web/packages/XML/index.html) - Tools for parsing and generating XML within R.
+* [xml2 ](https://cran.r-project.org/web/packages/xml2/index.html) - Optimized tools for parsing and generating XML within R.
+* [rvest ](https://github.com/hadley/rvest) - Simple web scraping for R, using CSSSelect or XPath syntax.
+* [OpenCPU ](https://www.opencpu.org/) - HTTP API for R handling concurrent calls, based on the Apache2 web server, to expose R code as REST web services and create full-sized, multi-page web applications.
+* [Rfacebook](https://github.com/pablobarbera/Rfacebook) - Access to Facebook API via R.
+* [RSiteCatalyst](https://github.com/randyzwitch/RSiteCatalyst) - R client library for the Adobe Analytics.
+* [plumber](https://github.com/trestletech/plumber) - A library to expose existing R code as web API.
+* [golem](https://thinkr-open.github.io/golem/) - A framework for building production-grade Shiny apps.
+
+## Parallel Computing
+*Packages for parallel computing.*
+
+* [parallel](http://cran.r-project.org/web/views/HighPerformanceComputing.html) - R started with release 2.14.0 which includes a new package parallel incorporating (slightly revised) copies of packages [multicore](http://cran.r-project.org/web/packages/multicore/index.html) and [snow](http://cran.r-project.org/web/packages/snow/index.html).
+* [Rmpi](http://cran.r-project.org/web/packages/Rmpi/index.html) - Rmpi provides an interface (wrapper) to MPI APIs. It also provides interactive R slave environment.
+* [foreach ](http://cran.r-project.org/web/packages/foreach/index.html) - Executing the loop in parallel.
+* [future ](https://cran.r-project.org/package=future) - A minimal, efficient, cross-platform unified Future API for parallel and distributed processing in R; designed for beginners as well as advanced developers.
+* [SparkR ](https://github.com/amplab-extras/SparkR-pkg) - R frontend for Spark.
+* [DistributedR](https://github.com/vertica/DistributedR) - A scalable high-performance platform from HP Vertica Analytics Team.
+* [ddR](https://github.com/vertica/ddR) - Provides distributed data structures and simplifies distributed computing in R.
+* [sparklyr](http://spark.rstudio.com/) - R interface for Apache Spark from RStudio.
+* [batchtools](https://cran.r-project.org/package=batchtools) - High performance computing with LSF, TORQUE, Slurm, OpenLava, SGE and Docker Swarm.
+
+## High Performance
+*Packages for making R faster.*
+
+* [Rcpp ](http://rcpp.org/) - Rcpp provides a powerful API on top of R, make function in R extremely faster.
+* [Rcpp11](https://github.com/Rcpp11/Rcpp11) - Rcpp11 is a complete redesign of Rcpp, targetting C++11.
+* [compiler](http://stat.ethz.ch/R-manual/R-devel/library/compiler/html/compile.html) - speeding up your R code using the JIT
+* [cpp11](https://github.com/r-lib/cpp11) - cpp11 is a header-only R package that helps R package developers handle R objects with C++ code. It's similar to Rcpp but with different design trade-offs and features.
+
+## Language API
+*Packages for other languages.*
+
+* [rJava](http://cran.r-project.org/web/packages/rJava/) - Low-level R to Java interface.
+* [jvmr](https://github.com/cran/jvmr) - Integration of R, Java, and Scala.
+* [reticulate ](https://cran.r-project.org/web/packages/reticulate/index.html) - Interface to 'Python'.
+* [rJython](http://cran.r-project.org/web/packages/rJython/index.html) - R interface to Python via Jython.
+* [rPython](http://cran.r-project.org/web/packages/rPython/index.html) - Package allowing R to call Python.
+* [runr](https://github.com/yihui/runr) - Run Julia and Bash from R.
+* [RJulia](https://github.com/armgong/RJulia) - R package Call Julia.
+* [JuliaCall](https://github.com/Non-Contradiction/JuliaCall) - Seamless Integration Between R and Julia.
+* [RinRuby](https://sites.google.com/a/ddahl.org/rinruby-users/) - a Ruby library that integrates the R interpreter in Ruby.
+* [R.matlab](http://cran.r-project.org/web/packages/R.matlab/index.html) - Read and write of MAT files together with R-to-MATLAB connectivity.
+* [RcppOctave](https://github.com/renozao/RcppOctave) - Seamless Interface to Octave and Matlab.
+* [RSPerl](http://www.omegahat.org/RSPerl/) - A bidirectional interface for calling R from Perl and Perl from R.
+* [V8](https://github.com/jeroenooms/V8) - Embedded JavaScript Engine.
+* [htmlwidgets](http://www.htmlwidgets.org/) - Bring the best of JavaScript data visualization to R.
+* [rpy2](http://rpy.sourceforge.net/) - Python interface for R.
+
+## Database Management
+*Packages for managing data.*
+
+* [RODBC](http://cran.r-project.org/web/packages/RODBC/) - ODBC database access for R.
+* [DBI](https://github.com/rstats-db/DBI) - Defines a common interface between the R and database management systems.
+* [elastic](https://github.com/ropensci/elastic) - Wrapper for the Elasticsearch HTTP API
+* [mongolite](https://github.com/jeroenooms/mongolite) - Streaming Mongo Client for R
+* [odbc](https://github.com/r-dbi/odbc) - Connect to ODBC databases (using the DBI interface)
+* [RMariaDB](https://github.com/rstats-db/RMariaDB) - An R interface to MariaDB (a replacement for the old RMySQL package)
+* [RMySQL](http://cran.r-project.org/web/packages/RMySQL/) - R interface to the MySQL database.
+* [ROracle](http://cran.r-project.org/web/packages/ROracle/index.html) - OCI based Oracle database interface for R.
+* [RPostgres](https://github.com/r-dbi/RPostgres) - an DBI-compliant interface to the postgres database.
+* [RPostgreSQL](https://code.google.com/p/rpostgresql/) - R interface to the PostgreSQL database system.
+* [RSQLite](http://cran.r-project.org/web/packages/RSQLite/) - SQLite interface for R
+* [RJDBC](http://cran.r-project.org/web/packages/RJDBC/) - Provides access to databases through the JDBC interface.
+* [rmongodb](https://github.com/mongosoup/rmongodb) - R driver for MongoDB.
+* [redux](https://github.com/richfitz/redux) - Redis client for R.
+* [RCassandra](http://cran.r-project.org/web/packages/RCassandra/index.html) - Direct interface (not Java) to the most basic functionality of Apache Cassandra.
+* [RHive](https://github.com/nexr/RHive) - R extension facilitating distributed computing via Apache Hive.
+* [RNeo4j](https://github.com/nicolewhite/Rneo4j) - Neo4j graph database driver.
+* [rpostgis](https://github.com/mablab/rpostgis) - R interface to PostGIS database and get spatial objects in R.
+
+## Machine Learning
+*Packages for making R cleverer.*
+
+* [anomalize](https://github.com/business-science/anomalize) - Tidy Anomaly Detection using Twitter's AnomalyDetection method.
+* [AnomalyDetection ](https://github.com/twitter/AnomalyDetection) - AnomalyDetection R package from Twitter.
+* [ahaz](http://cran.r-project.org/web/packages/ahaz/index.html) - Regularization for semiparametric additive hazards regression.
+* [arules](http://cran.r-project.org/web/packages/arules/index.html) - Mining Association Rules and Frequent Itemsets
+* [bigrf](http://cran.r-project.org/web/packages/bigrf/index.html) - Big Random Forests: Classification and Regression Forests for
+Large Data Sets
+* [bigRR](http://cran.r-project.org/web/packages/bigRR/index.html) - Generalized Ridge Regression (with special advantage for p >> n
+cases)
+* [bmrm](http://cran.r-project.org/web/packages/bmrm/index.html) - Bundle Methods for Regularized Risk Minimization Package
+* [Boruta](http://cran.r-project.org/web/packages/Boruta/index.html) - A wrapper algorithm for all-relevant feature selection
+* [BreakoutDetection ](https://github.com/twitter/BreakoutDetection) - Breakout Detection via Robust E-Statistics from Twitter.
+* [bst](http://cran.r-project.org/web/packages/bst/index.html) - Gradient Boosting
+* [CausalImpact ](https://github.com/google/CausalImpact) - Causal inference using Bayesian structural time-series models.
+* [C50](http://cran.r-project.org/web/packages/C50/index.html) - C5.0 Decision Trees and Rule-Based Models
+* [caret ](http://cran.r-project.org/web/packages/caret/index.html) - Classification and Regression Training
+* [Clever Algorithms For Machine Learning](https://github.com/jbrownlee/CleverAlgorithmsMachineLearning)
+* [CORElearn](http://cran.r-project.org/web/packages/CORElearn/index.html) - Classification, regression, feature evaluation and ordinal
+evaluation
+* [CoxBoost](http://cran.r-project.org/web/packages/CoxBoost/index.html) - Cox models by likelihood based boosting for a single survival
+endpoint or competing risks
+* [Cubist](http://cran.r-project.org/web/packages/Cubist/index.html) - Rule- and Instance-Based Regression Modeling
+* [e1071](http://cran.r-project.org/web/packages/e1071/index.html) - Misc Functions of the Department of Statistics (e1071), TU Wien
+* [earth](http://cran.r-project.org/web/packages/earth/index.html) - Multivariate Adaptive Regression Spline Models
+* [elasticnet](http://cran.r-project.org/web/packages/elasticnet/index.html) - Elastic-Net for Sparse Estimation and Sparse PCA
+* [ElemStatLearn](http://cran.r-project.org/web/packages/ElemStatLearn/index.html) - Data sets, functions and examples from the book: "The Elements
+of Statistical Learning, Data Mining, Inference, and
+Prediction" by Trevor Hastie, Robert Tibshirani and Jerome
+Friedman
+* [evtree](http://cran.r-project.org/web/packages/evtree/index.html) - Evolutionary Learning of Globally Optimal Trees
+* [fable](https://github.com/tidyverts/fable/) - a collection of commonly used univariate and multivariate time series forecasting models
+* [prophet ](https://github.com/facebookincubator/prophet) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
+* [FSelector](https://cran.r-project.org/web/packages/FSelector/index.html) - A feature selection framework, based on subset-search or feature ranking approches.
+* [frbs](http://cran.r-project.org/web/packages/frbs/index.html) - Fuzzy Rule-based Systems for Classification and Regression Tasks
+* [GAMBoost](http://cran.r-project.org/web/packages/GAMBoost/index.html) - Generalized linear and additive models by likelihood based
+boosting
+* [gamboostLSS](http://cran.r-project.org/web/packages/gamboostLSS/index.html) - Boosting Methods for GAMLSS
+* [gbm](http://cran.r-project.org/web/packages/gbm/index.html) - Generalized Boosted Regression Models
+* [glmnet ](http://cran.r-project.org/web/packages/glmnet/index.html) - Lasso and elastic-net regularized generalized linear models
+* [glmpath](http://cran.r-project.org/web/packages/glmpath/index.html) - L1 Regularization Path for Generalized Linear Models and Cox
+Proportional Hazards Model
+* [GMMBoost](http://cran.r-project.org/web/packages/GMMBoost/index.html) - Likelihood-based Boosting for Generalized mixed models
+* [grplasso](http://cran.r-project.org/web/packages/grplasso/index.html) - Fitting user specified models with Group Lasso penalty
+* [grpreg](http://cran.r-project.org/web/packages/grpreg/index.html) - Regularization paths for regression models with grouped
+covariates
+* [h2o ](http://cran.r-project.org/web/packages/h2o/index.html) - Deeplearning, Random forests, GBM, KMeans, PCA, GLM
+* [hda](http://cran.r-project.org/web/packages/hda/index.html) - Heteroscedastic Discriminant Analysis
+* [ipred](http://cran.r-project.org/web/packages/ipred/index.html) - Improved Predictors
+* [kernlab](http://cran.r-project.org/web/packages/kernlab/index.html) - kernlab: Kernel-based Machine Learning Lab
+* [klaR](http://cran.r-project.org/web/packages/klaR/index.html) - Classification and visualization
+* [kohonen](http://cran.r-project.org/web/packages/kohonen/) - Supervised and Unsupervised Self-Organising Maps.
+* [L0Learn](https://cran.r-project.org/web/packages/L0Learn/index.html) - Fast algorithms for best subset selection
+* [lars](http://cran.r-project.org/web/packages/lars/index.html) - Least Angle Regression, Lasso and Forward Stagewise
+* [lasso2](http://cran.r-project.org/web/packages/lasso2/index.html) - L1 constrained estimation aka ‘lasso’
+* [LiblineaR](http://cran.r-project.org/web/packages/LiblineaR/index.html) - Linear Predictive Models Based On The Liblinear C/C++ Library
+* [lightgbm ](https://cran.r-project.org/web/packages/lightgbm/index.html) - Light Gradient Boosting Machine.
+* [lme4 ](https://github.com/lme4/lme4) - Mixed-effects models
+* [nlme ](https://cran.r-project.org/web/packages/nlme/index.html) - Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials
+* [glmmTMB](https://cran.r-project.org/web/packages/glmmTMB/index.html) - Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials
+* [LogicReg](http://cran.r-project.org/web/packages/LogicReg/index.html) - Logic Regression
+* [maptree](http://cran.r-project.org/web/packages/maptree/index.html) - Mapping, pruning, and graphing tree models
+* [mboost](http://cran.r-project.org/web/packages/mboost/index.html) - Model-Based Boosting
+* [Machine Learning For Hackers ](https://github.com/johnmyleswhite/ML_for_Hackers)
+* [mlr](https://github.com/mlr-org/mlr) - Extensible framework for classification, regression, survival analysis and clustering [DEPRECIATED]
+* [mlr3 ](https://github.com/mlr-org/mlr3) - Next generation extensible framework for classification, regression, survival analysis and clustering
+* [mvpart](http://cran.r-project.org/web/packages/mvpart/index.html) - Multivariate partitioning
+* [MXNet ](https://github.com/dmlc/mxnet/tree/master/R-package) - MXNet brings flexible and efficient GPU computing and state-of-art deep learning to R.
+* [ncvreg](http://cran.r-project.org/web/packages/ncvreg/index.html) - Regularization paths for SCAD- and MCP-penalized regression
+models
+* [nnet](http://cran.r-project.org/web/packages/nnet/index.html) - eed-forward Neural Networks and Multinomial Log-Linear Models
+* [oblique.tree](http://cran.r-project.org/web/packages/oblique.tree/index.html) - Oblique Trees for Classification Data
+* [pamr](http://cran.r-project.org/web/packages/pamr/index.html) - Pam: prediction analysis for microarrays
+* [party](http://cran.r-project.org/web/packages/party/index.html) - A Laboratory for Recursive Partytioning
+* [partykit](http://cran.r-project.org/web/packages/partykit/index.html) - A Toolkit for Recursive Partytioning
+* [penalized](http://cran.r-project.org/web/packages/penalized/index.html) - L1 (lasso and fused lasso) and L2 (ridge) penalized estimation
+in GLMs and in the Cox model
+* [penalizedLDA](http://cran.r-project.org/web/packages/penalizedLDA/index.html) - Penalized classification using Fisher's linear discriminant
+* [penalizedSVM](http://cran.r-project.org/web/packages/penalizedSVM/index.html) - Feature Selection SVM using penalty functions
+* [quantregForest](http://cran.r-project.org/web/packages/quantregForest/index.html) - quantregForest: Quantile Regression Forests
+* [randomForest](http://cran.r-project.org/web/packages/randomForest/index.html) - randomForest: Breiman and Cutler's random forests for classification and regression.
+* [randomForestSRC](http://cran.r-project.org/web/packages/randomForestSRC/index.html) - randomForestSRC: Random Forests for Survival, Regression and Classification (RF-SRC).
+* [ranger](https://github.com/imbs-hl/ranger) - A Fast Implementation of Random Forests.
+* [rattle](http://cran.r-project.org/web/packages/rattle/index.html) - Graphical user interface for data mining in R.
+* [rda](http://cran.r-project.org/web/packages/rda/index.html) - Shrunken Centroids Regularized Discriminant Analysis
+* [rdetools](http://cran.r-project.org/web/packages/rdetools/index.html) - Relevant Dimension Estimation (RDE) in Feature Spaces
+* [REEMtree](http://cran.r-project.org/web/packages/REEMtree/index.html) - Regression Trees with Random Effects for Longitudinal (Panel)
+Data
+* [relaxo](http://cran.r-project.org/web/packages/relaxo/index.html) - Relaxed Lasso
+* [rgenoud](http://cran.r-project.org/web/packages/rgenoud/index.html) - R version of GENetic Optimization Using Derivatives
+* [rgp](http://cran.r-project.org/web/packages/rgp/index.html) - R genetic programming framework
+* [Rmalschains](http://cran.r-project.org/web/packages/Rmalschains/index.html) - Continuous Optimization using Memetic Algorithms with Local
+Search Chains (MA-LS-Chains) in R
+* [rminer](http://cran.r-project.org/web/packages/rminer/index.html) - Simpler use of data mining methods (e.g. NN and SVM) in
+classification and regression
+* [ROCR](http://cran.r-project.org/web/packages/ROCR/index.html) - Visualizing the performance of scoring classifiers
+* [RoughSets](http://cran.r-project.org/web/packages/RoughSets/index.html) - Data Analysis Using Rough Set and Fuzzy Rough Set Theories
+* [rpart](http://cran.r-project.org/web/packages/rpart/index.html) - Recursive Partitioning and Regression Trees
+* [RPMM](http://cran.r-project.org/web/packages/RPMM/index.html) - Recursively Partitioned Mixture Model
+* [RSNNS](http://cran.r-project.org/web/packages/RSNNS/index.html) - Neural Networks in R using the Stuttgart Neural Network
+Simulator (SNNS)
+* [Rsomoclu](https://cran.r-project.org/web/packages/Rsomoclu/index.html) - Parallel implementation of self-organizing maps.
+* [RWeka](http://cran.r-project.org/web/packages/RWeka/index.html) - R/Weka interface
+* [RXshrink](http://cran.r-project.org/web/packages/RXshrink/index.html) - RXshrink: Maximum Likelihood Shrinkage via Generalized Ridge or Least
+Angle Regression
+* [sda](http://cran.r-project.org/web/packages/sda/index.html) - Shrinkage Discriminant Analysis and CAT Score Variable Selection
+* [SDDA](http://cran.r-project.org/web/packages/SDDA/index.html) - Stepwise Diagonal Discriminant Analysis
+* [SuperLearner](https://github.com/ecpolley/SuperLearner) and [subsemble](http://cran.r-project.org/web/packages/subsemble/index.html) - Multi-algorithm ensemble learning packages.
+* [survminer](https://github.com/kassambara/survminer) - Survival Analysis & Visualization
+* [survival](https://cran.r-project.org/web/packages/survival/index.html) - Survival Analysis
+* [svmpath](http://cran.r-project.org/web/packages/svmpath/index.html) - svmpath: the SVM Path algorithm
+* [tgp](http://cran.r-project.org/web/packages/tgp/index.html) - Bayesian treed Gaussian process models
+* [tidymodels](https://cran.r-project.org/web/packages/tidymodels/index.html) - A collection of packages for modeling and statistical analysis that share the underlying design philosophy, grammar, and data structures of the tidyverse.
+* [torch](https://cran.r-project.org/web/packages/torch/index.html) - Tensors and Neural Networks with 'GPU' Acceleration.
+* [tree](http://cran.r-project.org/web/packages/tree/index.html) - Classification and regression trees
+* [varSelRF](http://cran.r-project.org/web/packages/varSelRF/index.html) - Variable selection using random forests
+* [xgboost ](https://github.com/tqchen/xgboost/tree/master/R-package) - eXtreme Gradient Boosting Tree model, well known for its speed and performance.
+
+## Natural Language Processing
+*Packages for Natural Language Processing.*
+
+* [text2vec](https://github.com/dselivanov/text2vec) - Fast Text Mining Framework for Vectorization and Word Embeddings.
+* [tm](http://cran.r-project.org/web/packages/tm/index.html) - A comprehensive text mining framework for R.
+* [openNLP](http://cran.r-project.org/web/packages/openNLP/index.html) - Apache OpenNLP Tools Interface.
+* [koRpus](http://cran.r-project.org/web/packages/koRpus/index.html) - An R Package for Text Analysis.
+* [zipfR](http://cran.r-project.org/web/packages/zipfR/index.html) - Statistical models for word frequency distributions.
+* [NLP](http://cran.r-project.org/web/packages/NLP/index.html) - Basic functions for Natural Language Processing.
+* [LDAvis](https://github.com/cpsievert/LDAvis) - Interactive visualization of topic models.
+* [topicmodels](https://cran.r-project.org/web/packages/topicmodels/index.html) - Topic modeling interface to the C code developed by by David M. Blei for Topic Modeling (Latent Dirichlet Allocation (LDA), and Correlated Topics Models (CTM)).
+* [syuzhet](https://cran.r-project.org/web/packages/syuzhet/index.html) - Extracts sentiment from text using three different sentiment dictionaries.
+* [SnowballC](https://cran.rstudio.com/web/packages/SnowballC/index.html) - Snowball stemmers based on the C libstemmer UTF-8 library.
+* [quanteda](https://github.com/kbenoit/quanteda) - R functions for Quantitative Analysis of Textual Data.
+* [Topic Models Resources](https://github.com/trinker/topicmodels_learning) - Topic Models learning and R related resources.
+* [NLP for 
](https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md) - NLP related resources in R. @Chinese
+* [MonkeyLearn](https://github.com/masalmon/monkeylearn) - 🐒 R package for text analysis with Monkeylearn 🐒.
+* [tidytext](http://tidytextmining.com/index.html) - Implementing tidy principles of Hadley Wickham to text mining.
+* [utf8](https://github.com/patperry/r-utf8) - Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling.
+* [corporaexplorer](https://kgjerde.github.io/corporaexplorer/) - Dynamic exploration of text collections
+
+## Bayesian
+*Packages for Bayesian Inference.*
+
+* [coda](http://cran.r-project.org/web/packages/coda/index.html) - Output analysis and diagnostics for MCMC.
+* [mcmc](http://cran.r-project.org/web/packages/mcmc/index.html) - Markov Chain Monte Carlo.
+* [MCMCpack](http://mcmcpack.berkeley.edu/) - Markov chain Monte Carlo (MCMC) Package.
+* [R2WinBUGS](http://cran.r-project.org/web/packages/R2WinBUGS/index.html) - Running WinBUGS and OpenBUGS from R / S-PLUS.
+* [BRugs](http://cran.r-project.org/web/packages/BRugs/index.html) - R interface to the OpenBUGS MCMC software.
+* [rjags](http://cran.r-project.org/web/packages/rjags/index.html) - R interface to the JAGS MCMC library.
+* [rstan ](http://mc-stan.org/interfaces/rstan.html) - R interface to the Stan MCMC software.
+
+## Optimization
+*Packages for Optimization.*
+
+* [lpSolve](https://cran.rstudio.com/web/packages/lpSolve/index.html) - Interface to `Lp_solve` to Solve Linear/Integer Programs.
+* [minqa](https://cran.rstudio.com/web/packages/minqa/index.html) - Derivative-free optimization algorithms by quadratic approximation.
+* [nloptr](https://cran.rstudio.com/web/packages/nloptr/index.html) - NLopt is a free/open-source library for nonlinear optimization.
+* [ompr](https://cran.rstudio.com/web/packages/ompr/index.html) - Model mixed integer linear programs in an algebraic way directly in R.
+* [Rglpk](https://cran.rstudio.com/web/packages/Rglpk/index.html) - R/GNU Linear Programming Kit Interface
+* [ROI](https://cran.rstudio.com/web/packages/ROI/index.html) - The R Optimization Infrastructure ('ROI') is a sophisticated framework for handling optimization problems in R.
+
+## Finance
+*Packages for dealing with money.*
+
+* [quantmod ](http://www.quantmod.com/) - Quantitative Financial Modelling & Trading Framework for R.
+* [pedquant](http://pedquant.com/) - Public Economic Data and Quantitative Analysis
+* [TTR](http://cran.r-project.org/web/packages/TTR/index.html) - Functions and data to construct technical trading rules with R.
+* [PerformanceAnalytics](http://cran.r-project.org/web/packages/PerformanceAnalytics/index.html) - Econometric tools for performance and risk analysis.
+* [zoo ](http://cran.r-project.org/web/packages/zoo/index.html) - S3 Infrastructure for Regular and Irregular Time Series.
+* [xts](http://cran.r-project.org/web/packages/xts/index.html) - eXtensible Time Series.
+* [tseries](http://cran.r-project.org/web/packages/tseries/index.html) - Time series analysis and computational finance.
+* [fAssets](http://cran.r-project.org/web/packages/fAssets/index.html) - Analysing and Modelling Financial Assets.
+* [scorecard](https://github.com/ShichenXie/scorecard) - Credit Risk Scorecard
+
+## Bioinformatics and Biostatistics
+*Packages for processing biological datasets.*
+
+* [Bioconductor ](http://www.bioconductor.org/) - Tools for the analysis and comprehension of high-throughput genomic data.
+* [genetics](http://cran.r-project.org/web/packages/genetics/index.html) - Classes and methods for handling genetic data.
+* [gap](http://cran.r-project.org/web/packages/gap/index.html) - An integrated package for genetic data analysis of both population and family data.
+* [ape](http://cran.r-project.org/web/packages/ape/index.html) - Analyses of Phylogenetics and Evolution.
+* [pheatmap](http://cran.r-project.org/web/packages/pheatmap/index.html) - Pretty heatmaps made easy.
+* [lme4](https://github.com/lme4/lme4) - Generalized mixed-effects models.
+* [nlme](https://cran.r-project.org/web/packages/nlme/index.html) - Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials.
+* [glmmTMB](https://cran.r-project.org/web/packages/glmmTMB/index.html) - Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials.
+
+## Network Analysis
+*Packages to construct, analyze and visualize network data.*
+
+* [Network Analysis List](https://github.com/briatte/awesome-network-analysis) - Network Analysis related resources.
+* [igraph ](http://igraph.org/r/) - A collection of network analysis tools.
+* [network](https://cran.r-project.org/web/packages/network/index.html) - Basic tools to manipulate relational data in R.
+* [sna](https://cran.r-project.org/web/packages/sna/index.html) - Basic network measures and visualization tools.
+* [netdiffuseR](https://github.com/USCCANA/netdiffuseR) - Tools for Analysis of Network Diffusion.
+* [networkDynamic](https://cran.r-project.org/web/packages/networkDynamic/) - Support for dynamic, (inter)temporal networks.
+* [ndtv](https://cran.r-project.org/web/packages/ndtv/) - Tools to construct animated visualizations of dynamic network data in various formats.
+* [statnet](http://statnet.org/) - The project behind many R network analysis packages.
+* [ergm](https://cran.r-project.org/web/packages/ergm/index.html) - Exponential random graph models in R.
+* [latentnet](https://cran.r-project.org/web/packages/latentnet/index.html) - Latent position and cluster models for network objects.
+* [tnet](https://cran.r-project.org/web/packages/tnet/index.html) - Network measures for weighted, two-mode and longitudinal networks.
+* [rgexf](https://bitbucket.org/gvegayon/rgexf/wiki/Home) - Export network objects from R to [GEXF](http://gexf.net/format/), for manipulation with network software like [Gephi](https://gephi.org/) or [Sigma](http://sigmajs.org/).
+* [visNetwork](https://github.com/datastorm-open/visNetwork) - Using vis.js library for network visualization.
+* [tidygraph](https://github.com/thomasp85/tidygraph) - A tidy API for graph manipulation
+
+## Spatial
+*Packages to explore the earth.*
+
+* [CRAN Task View: Analysis of Spatial Data](https://cran.r-project.org/web/views/Spatial.html)- Spatial Analysis related resources.
+* [Leaflet](http://rstudio.github.io/leaflet/) - One of the most popular JavaScript libraries interactive maps.
+* [ggmap](https://github.com/dkahle/ggmap) - Plotting maps in R with ggplot2.
+* [REmap](https://github.com/Lchiffon/REmap) - R interface to the JavaScript library ECharts for interactive map data visualization.
+* [sf](https://cran.r-project.org/web/packages/sf/index.html) - Improved Classes and Methods for Spatial Data.
+* [sp](https://edzer.github.io/sp/) - Classes and Methods for Spatial Data.
+* [rgeos](https://cran.r-project.org/web/packages/rgeos/index.html) - Interface to Geometry Engine - Open Source
+* [rgdal](https://cran.r-project.org/web/packages/rgdal/index.html) - Bindings for the Geospatial Data Abstraction Library
+* [maptools](https://cran.r-project.org/web/packages/maptools/index.html) - Tools for Reading and Handling Spatial Objects
+* [gstat](https://github.com/edzer/gstat) - Spatial and spatio-temporal geostatistical modelling, prediction and simulation.
+* [spacetime](https://github.com/edzer/spacetime) - R classes and methods for spatio-temporal data.
+* [RColorBrewer](https://cran.r-project.org/web/packages/RColorBrewer/index.html) - Provides color schemes for maps
+* [spatstat](https://github.com/spatstat/spatstat) - Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests
+* [spdep](https://cran.r-project.org/web/packages/spdep/index.html) - Spatial Dependence: Weighting Schemes, Statistics and Models
+* [tigris](https://github.com/walkerke/tigris) - Download and use Census TIGER/Line shapefiles in R
+* [GWmodel](https://cran.r-project.org/web/packages/GWmodel/) - Geographically-Weighted Models
+* [tmap](https://github.com/mtennekes/tmap) - R package for thematic maps
+
+
+## R Development
+*Packages for packages.*
+
+* [Package Development List](https://github.com/ropensci/PackageDevelopment) - R packages to improve package development.
+* [promises](https://cran.r-project.org/web/packages/promises/index.html) - Abstractions for Promise-Based Asynchronous Programming
+* [devtools ](https://github.com/hadley/devtools) - Tools to make an R developer's life easier.
+* [testthat ](https://github.com/hadley/testthat) - An R package to make testing fun.
+* [R6 ](https://github.com/wch/R6) - simpler, faster, lighter-weight alternative to R's built-in classes.
+* [pryr ](https://github.com/hadley/pryr) - Make it easier to understand what's going on in R.
+* [roxygen ](https://github.com/klutometis/roxygen) - Describe your functions in comments next to their definitions.
+* [lineprof](https://github.com/hadley/lineprof) - Visualise line profiling results in R.
+* [renv ](https://github.com/rstudio/renv) - Make your R projects more isolated, portable, and reproducible.
+* [installr](https://github.com/talgalili/installr/) - Functions for installing softwares from within R (for Windows).
+* [import](https://github.com/smbache/import/) - An import mechanism for R.
+* [box ](https://github.com/klmr/box) - A modern module system for R.
+* [Rocker ](https://github.com/rocker-org) - R configurations for [Docker](https://www.docker.com/).
+* [RStudio Addins](https://github.com/daattali/rstudio-addins) - List of RStudio addins.
+* [drat](https://github.com/eddelbuettel/drat) - Creation and use of R repositories on GitHub or other repos.
+* [covr](https://github.com/jimhester/covr) - Test coverage for your R package and (optionally) upload the results to [coveralls](https://coveralls.io/) or [codecov](https://codecov.io/).
+* [lintr](https://github.com/jimhester/lintr) - Static code analysis for R to enforce code style.
+* [staticdocs](https://github.com/hadley/staticdocs) - Generate static html documentation for an R package.
+* [sinew](https://github.com/metrumresearchgroup/sinew) - Generate roxygen2 skeletons populated with information scraped from the function script.
+
+## Logging
+*Packages for Logging*
+
+* [futile.logger](https://github.com/zatonovo/futile.logger) - A logging package in R similar to log4j
+* [log4r](https://github.com/johnmyleswhite/log4r) - A log4j derivative for R
+* [logging](https://cran.r-project.org/web/packages/logging/index.html) - A logging package emulating the python logging package.
+
+## Data Packages
+*Handy Data Packages*
+
+* [engsoccerdata](https://github.com/jalapic/engsoccerdata) - English and European soccer results 1871-2016.
+* [gapminder](http://github.com/jennybc/gapminder) - Excerpt from the Gapminder dataset (data about countries through the past 50 years).
+* [wbstats](https://cran.r-project.org/web/packages/wbstats/index.html) - Tools for searching and downloading data and statistics from the World Bank Data API and the World Bank Data Catalog API.
+* [ICON](https://github.com/rrrlw/ICON) - complex systems & networks datasets from the Index of COmplex Networks (ICON) database [webpage](http://icon.colorado.edu).
+* [RCOBOLDI](https://github.com/thospfuller/rcoboldi) - Import COBOL CopyBook data files directly into R as properly structured data frames. Package builds are available via [Drat](https://github.com/thospfuller/drat) and [DockerHub](https://hub.docker.com/r/thospfuller/rcoboldi-rocker-rstudio).
+
+## Other Tools
+*Handy Tools for R*
+
+* [git2r](https://github.com/ropensci/git2r) - Gives you programmatic access to Git repositories from R.
+* [Conda](https://anaconda.org/r/repo) - Most R packages are available through the Conda polyglot cross-platform dependency manager.
+
+## Other Interpreters
+*Alternative R engines.*
+
+* [CXXR](https://www.cs.kent.ac.uk/projects/cxxr/) - Refactorising R into C++.
+* [fastR](https://bitbucket.org/allr/fastr/wiki/Home) - FastR is an implementation of the R Language in Java atop Truffle and Graal.
+* [pqR](http://www.pqr-project.org/) - a "pretty quick" implementation of R
+* [renjin](http://www.renjin.org/) - a JVM-based interpreter for R.
+* [rho](https://github.com/rho-devel/rho) - Refactor the interpreter of the R language into a fully-compatible, efficient, VM for R.
+* [riposte](https://github.com/jtalbot/riposte) - a fast interpreter and JIT for R.
+* [TERR](http://spotfire.tibco.com/discover-spotfire/what-does-spotfire-do/predictive-analytics/tibco-enterprise-runtime-for-r-terr) - TIBCO Enterprise Runtime for R.
+
+
+## Learning R
+*Packages for Learning R.*
+
+* [swirl ](http://swirlstats.com/) - An interactive R tutorial directly in your R console.
+* [DataScienceR ](https://github.com/ujjwalkarn/DataScienceR) - a list of R tutorials for Data Science, NLP and Machine Learning.
+
+# Resources
+
+Where to discover new R-esources.
+
+## Websites
+
+### Manuals
+
+* [R-project](http://www.r-project.org/) - The R Project for Statistical Computing.
+* [An Introduction to R](https://cran.r-project.org/doc/manuals/R-intro.pdf) - A very good introductory text on R, also covers some advanced topic. See also the `Manuals` section on [CRAN](https://cran.r-project.org/manuals.html)
+* [CRAN Contributed Docs](https://cran.r-project.org/other-docs.html) - CRAN Contributed Documentation in many languages.
+* [Quick-R](http://www.statmethods.net/) - An excellent quick reference
+* [tryR](http://tryr.codeschool.com/) - A quick course for getting started with R.
+
+### Tools and References
+
+* [RDocumentation](https://www.rdocumentation.org/) - Search through all CRAN, Bioconductor, Github packages and their archives with RDocumentation.
+* [rdrr.io](https://rdrr.io/) - Find R package documentation. Try R packages in your browser.
+* [CRAN Task Views](http://cran.r-project.org/web/views/) - Task Views for CRAN packages.
+* [rnotebook.io](https://rnotebook.io/) - Create online R Jupyter Notebooks for free.
+
+### News and Info
+
+* [R Weekly](https://rweekly.org) - Weekly updates about R and Data Science. R Weekly is openly developed on GitHub.
+* [R Bloggers](http://www.r-bloggers.com/) - There are people scattered across the Web who blog about R. This is simply an aggregator of many of those feeds.
+* [R-users](https://www.r-users.com/) - A job board for R users (and the people who are looking to hire them)
+
+## Books
+
+### Free and Online
+
+* [_R for Data Science_ by Garrett Grolemund & Hadley Wickham](http://r4ds.had.co.nz/) - Free book from RStudio developers with emphasis on data science workflow.
+* [_R Cookbook_ by Winston Chang](http://www.cookbook-r.com/) - A problem-oriented online book that supports his [R Graphics Cookbook, 2nd ed. (2018)](http://shop.oreilly.com/product/0636920063704.do).
+* [_Advanced R_, 2nd ed. by Hadley Wickham (2019) ](https://adv-r.hadley.nz/) - An online version of the Advanced R book.
+* [_R Packages_, 2nd ed. by Hadley Wickham & Jennifer Bryan](https://r-pkgs.org/) - A book (in paper and website formats) on writing R packages.
+* Books written as part of the Johns Hopkins Data Science Specialization:
+ * [_Exploratory Data Analysis with R_ by Roger D. Peng (2016)](https://leanpub.com/exdata) - Basic analytical skills for all sorts of data in R.
+ * [_R Programming for Data Science_ by Roger D. Peng (2019)](https://leanpub.com/rprogramming) - More advanced data analysis that relies on R programming.
+ * [_Report Writing for Data Science in R_ by Roger D. Peng (2019)](https://leanpub.com/reportwriting) - R-based methods for reproducible research and report generation.
+* [_R for SAS and SPSS users_ by Bob Muenchen (2012)](http://r4stats.com/books/free-version/) - An excellent resource for users already familiar with SAS or SPSS.
+* [_Introduction to Statistical Learning with Application in R_ by Gareth James et al. (2017)](http://faculty.marshall.usc.edu/gareth-james/ISL/) - A simplified and "operational" version of *The Elements of Statistical Learning*. Free softcopy provided by its authors.
+* [_The R Inferno_ by Patrick Burns (2011)](http://www.burns-stat.com/pages/Tutor/R_inferno.pdf) - Patrick Burns gives insight into R's ins and outs along with its quirks!
+* [_Efficient R Programming_ by Colin Gillespie & Robin Lovelace (2017)](https://csgillespie.github.io/efficientR/) - An online version of the O’Reilly book: Efficient R Programming.
+* [The R Programming Wikibook](https://en.wikibooks.org/wiki/R_Programming) - A collaborative handbook for R.
+
+### Paid
+
+* [The Art of R Programming](http://shop.oreilly.com/product/9781593273842.do) - It's a good resource for systematically learning fundamentals such as types of objects, control statements, variable scope, classes and debugging in R.
+* [_R Cookbook_, 2nd ed. by JD Long & Paul Teetor (2019)](http://shop.oreilly.com/product/0636920174851.do) - A quick and simple introduction to conducting many common statistical tasks with R.
+* [R in Action](http://www.manning.com/kabacoff2/) - This book aims at all levels of users, with sections for beginning, intermediate and advanced R ranging from "Exploring R data structures" to running regressions and conducting factor analyses.
+* [_Use R!_ Series by Springer](http://www.springer.com/series/6991?detailsPage=titles) - This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp.
+* [Learning R Programming](https://www.packtpub.com/big-data-and-business-intelligence/learning-r-programming) - Learning R as a programming language from basics to advanced topics.
+
+### Book/monograph Lists and Reviews
+
+* [R Books List](https://github.com/RomanTsegelskyi/rbooks) - List of R Books.
+* [Readings in Applied Data Science](https://github.com/hadley/stats337) - These readings reflect Hadley's personal thoughts about applied data science.
+
+## Podcasts
+
+* [Not So Standard Deviations](https://soundcloud.com/nssd-podcast) - The Data Science Podcast.
+ * [@Roger Peng](https://twitter.com/rdpeng) and [@Hilary Parker](https://twitter.com/hspter).
+* [R World News](http://www.rworld.news/blog/) - R World News helps you keep up with happenings within the R community.
+ * [@Bob Rudis](https://twitter.com/hrbrmstr) and [@Jay Jacobs](https://twitter.com/jayjacobs).
+* [The R-Podcast](https://r-podcast.org/) - Giving practical advice on how to use R.
+ * [@Eric Nantz](https://r-podcast.org/stories/contact.html).
+* [R Talk](http://rtalk.org) - News and discussions of statistical software and language R.
+ * [@Oliver Keyes](https://twitter.com/quominus), [@Jasmine Dumas](https://twitter.com/jasdumas), [@Ted Hart](https://twitter.com/emhrt_) and [@Mikhail Popov](https://twitter.com/bearloga).
+* [R Weekly](https://rweekly.org) - Weekly news updates about the R community.
+
+## Reference Cards
+
+* [RStudio Cheat Sheets](https://www.rstudio.com/resources/cheatsheets/)
+* [R Reference Card 2.0](http://cran.r-project.org/doc/contrib/Baggott-refcard-v2.pdf) - Material from R for Beginners by permission of Emmanuel Paradis (Version 2 by Matt Baggott).
+* [Regression Analysis Refcard](http://cran.r-project.org/doc/contrib/Ricci-refcard-regression.pdf) - R Reference Card for Regression Analysis.
+* [Reference Card for ESS](http://ess.r-project.org/refcard.pdf) - Reference Card for ESS.
+
+## MOOCs
+*Massive open online courses.*
+
+* [Johns Hopkins University Data Science Specialization](https://www.coursera.org/specialization/jhudatascience/1) - 9 courses including: Introduction to R, literate analysis tools, Shiny and some more.
+* [HarvardX Biomedical Data Science](http://simplystatistics.org/2014/11/25/harvardx-biomedical-data-science-open-online-training-curriculum-launches-on-january-19/) - Introduction to R for the Life Sciences.
+* [Explore Statistics with R](https://www.edx.org/course/explore-statistics-r-kix-kiexplorx-0) - Covers introduction, data handling and statistical analysis in R.
+
+## Lists
+*Great resources for learning domain knowledge.*
+
+* [Books](https://github.com/RomanTsegelskyi/rbooks) - List of R Books.
+* [ggplot2 Extensions](https://ggplot2-exts.github.io/ggiraph.html) - Showcases of ggplot2 extensions.
+* [Natural Language Processing ](https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md) - NLP related resources in R. @Chinese
+* [Network Analysis](https://github.com/briatte/awesome-network-analysis) - Network Analysis related resources.
+* [Open Data](https://github.com/ropensci/opendata) - Using R to obtain, parse, manipulate, create, and share open data.
+* [Posts](https://github.com/qinwf/awesome-R/blob/master/misc/posts.md) - Great R blog posts or Rticles.
+* [Package Development](https://github.com/ropensci/PackageDevelopment) - R packages to improve package development.
+* [R Project Conferences](https://www.r-project.org/conferences.html) - Information about useR! Conferences and DSC Conferences.
+* [RStartHere](https://github.com/rstudio/RStartHere) - A guide to some of the most useful R packages, organized by workflow.
+* [RStudio Addins](https://github.com/daattali/addinslist) - List of RStudio addins.
+* [Topic Models](https://github.com/trinker/topicmodels_learning) - Topic Models learning and R related resources.
+* [Web Technologies](https://github.com/ropensci/webservices) - Information about how to use R and the world wide web together.
+
+## R Ecosystems
+
+R communities and package collections (in alphabetical order):
+
+ * [rOpenGov](http://ropengov.github.io/) Open government data, computational social science, digital humanities
+ * [rOpenHealth](https://github.com/rOpenHealth) Public health data
+ * [rOpenSci](https://ropensci.org) Open science
+
+## 2018
+
+* [fable](https://github.com/tidyverts/fable) - univariate and multivariate time series forecasting models 
+* [r2d3](https://rstudio.github.io/r2d3/) - R Interface to D3 Visualizations 
+* [rstats-ed](https://github.com/rstudio-education/rstats-ed) - List of courses teaching R
+* [promises](https://cran.r-project.org/web/packages/promises/index.html) - Abstractions for Promise-Based Asynchronous Programming 
+* [tinytex](https://yihui.name/tinytex/) - A lightweight and easy-to-maintain LaTeX distribution 
+* [Readings in Applied Data Science](https://github.com/hadley/stats337) - These readings reflect Hadley's personal thoughts about applied data science.
+
+
+## 2017
+
+* [prophet](https://github.com/facebookincubator/prophet) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
+* [tidyverse](https://github.com/tidyverse/tidyverse) - Easily install and load packages from the tidyverse
+* [purrr](https://github.com/tidyverse/purrr) - A functional programming toolkit for R
+* [hrbrthemes](https://github.com/hrbrmstr/hrbrthemes) - 🔏 Opinionated, typographic-centric ggplot2 themes and theme components
+* [xaringan](https://github.com/yihui/xaringan) - Create HTML5 slides with R Markdown and the JavaScript library
+* [blogdown](https://github.com/rstudio/blogdown) - Create Blogs and Websites with R Markdown
+* [glue](https://github.com/tidyverse/glue) - Glue strings to data in R. Small, fast, dependency free interpreted string literals.
+* [covr](https://github.com/jimhester/covr) - Test coverage reports for R
+* [lintr](https://github.com/jimhester/lintr) - Static Code Analysis for R
+* [reprex](https://github.com/jennybc/reprex) - Render bits of R code for sharing, e.g., on GitHub or StackOverflow.
+* [reticulate](https://github.com/rstudio/reticulate) - R Interface to Python
+* [tensorflow](https://github.com/rstudio/tensorflow) - TensorFlow for R
+* [utf8](https://github.com/patperry/r-utf8) - Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling.
+* [Patchwork](https://github.com/thomasp85/patchwork) - Combine separate ggplots into the same graphic.
+
+# Other Awesome Lists
+
+* [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness)
+* [lists](https://github.com/jnv/lists)
+* [awesome-rshiny](https://github.com/grabear/awesome-rshiny)
+
+# Contributing
+Your contributions are always welcome!
+
+This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License - [CC BY-NC-SA 4.0](http://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)
diff --git a/readmes/RemoteWork b/readmes/RemoteWork
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+
+
+_Para uma versão em português deste arquivo, veja [README.pt-BR](README-pt-br.md)._
+
+
+
+Image is an illustration by [Heydon Pickering](http://www.heydonworks.com/) which you can [see on Dribble](https://dribbble.com/shots/2121794-rock-n-roll-a11y).
+
+> A curated list of awesome accessibility tools, articles, and resources.
+> Inspired by [awesome-svg](https://github.com/willianjusten/awesome-svg), [awesome-webcomponents](https://github.com/obetomuniz/awesome-webcomponents) and [awesome-flexbox](https://github.com/afonsopacifer/awesome-flexbox).
+
+_Please read the [contribution guidelines](CONTRIBUTING.md) before contributing._
+
+**Table of Contents**
+
+- [Accessibility Weekly](topics/newsletter.md)
+- [Articles and Videos](topics/articles-and-videos.md)
+- [Blogs](topics/blogs.md)
+- [Books](topics/books.md)
+- [Certificates](topics/certificates.md)
+- [Companies and Organizations](topics/companies-and-organizations.md)
+- [Conferences](topics/conferences.md)
+- [Courses](topics/courses.md)
+- [Guides](topics/guides.md)
+- [Jobs](topics/jobs.md)
+- [Laws](topics/laws.md)
+- [Meetups](topics/meetups.md)
+- [Other Resources](topics/other-resources.md)
+- [People to Follow in Web Accessibility](topics/people.md)
+- [Podcasts](topics/podcasts.md)
+- [Talks](topics/talks.md)
+- [Tools](topics/tools.md)
+- [W3C Specification](topics/specification.md)
+
+## Support me
+
+[](https://ko-fi.com/U7U4IDQTS)
diff --git a/readmes/actions b/readmes/actions
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+++ b/readmes/actions
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+
+
+ 
+
+
](https://www.adobe.com/products/air.html)
+
+# Awesome ActionScript 3 [](https://github.com/sindresorhus/awesome)
+
+> A curated list of awesome libraries and components for ActionScript 3 and Adobe AIR.
+
+[Adobe AIR](https://en.wikipedia.org/wiki/Adobe_AIR) provides a single set of APIs to build cross-platform desktop/mobile applications and games. [ActionScript 3](https://en.wikipedia.org/wiki/ActionScript) is the programming language for AIR. Powerful native functionality such as file system, SQLite, sensors are included by default. To add missing functionality, you can build ANEs (Air Native Extensions) coded in the native language (eg VC++ for Windows, Java for Android, Swift/Objective-C for iOS). To build mobile apps/games with GPU-rendered graphics, use the [Starling](https://gamua.com/starling/) framework and optionally the [Feathers UI](https://feathersui.com/). Adobe AIR is very popular in the mobile gaming space.
+
+Contributions welcome. To add a useful project simply create an [Issue](https://github.com/hgupta9/awesome-actionscript3/issues).
+
+## Contents
+
+* [Development Tools](#development-tools)
+* [Frameworks](#frameworks)
+* [User Interface](#user-interface)
+* [Multimedia](#multimedia)
+* [Database](#database)
+* [File Formats](#file-formats)
+* [Networking](#networking)
+* [Utilities](#utilities)
+* [Runtimes](#runtimes)
+* [AIR Native Extensions](#air-native-extensions)
+
+
+## Development Tools
+*This section includes commercial tools as well as free/open source tools.*
+
+#### Code Editors
+* [FlashDevelop](http://flashdevelop.org/) - Premiere free & open-source IDE for AS3 & AIR, with code completion, debugging, and more.
+* [Powerflasher FDT](http://fdt.powerflasher.com/) - Commercial IDE built on the Eclipse platform for development of Adobe Flash/AIR content.
+* [Adobe Flash Builder](https://www.adobe.com/products/flash-builder.html) - Commercial IDE for building applications on the Flex framework (with advanced debugging tools).
+* [Moonshine IDE](http://moonshine-ide.com/) - Moonshine is a free and open source middleweight IDE built with ActionScript 3 for ActionScript 3, Apache Flex®, Apache FlexJS® and Feathers development with Cloud and Desktop support.
+* [IntelliJ IDEA](https://www.jetbrains.com/help/idea/building-actionscript-and-flex-applications.html) - Commercial IDE that supports many different languages including AS3.
+* [Visual Studio Code](https://as3mxml.com/) - An AS3 & MXML language extension for Visual Studio Code. Runs on Windows, macOS, and Linux.
+
+#### Live Debuggers
+* [Adobe Scout](https://www.adobe.com/products/scout.html) - Advanced visual profiling and debugging tool for AIR apps & games (supports Stage3D).
+* [De-Monster Debugger](https://github.com/MrTact/monsterdebugger) - Advanced tool to debug graphics and data from a live AIR application.
+* [De-Monster Debugger (Starling)](https://github.com/joshtynjala/monsterdebugger-client-starling) - Fork of De-Monster Debugger with support for Starling Framework.
+
+#### Asset Creators
+* [Adobe Animate CC](https://www.adobe.com/products/animate.html) - Premiere vector graphics and animation toolset for vector/spritesheet creation.
+* [TILED Map Editor](http://www.mapeditor.org/) - Flexible tile map editor compatible with various AS3 game engines.
+* [FlashMovieClipConverter](https://github.com/zenrobin/FlashMovieClipConverter) - Converts a Flash MovieClip to a Starling IAnimatable Sprite.
+
+#### SWF Obfuscators
+* [secureSWF](http://www.kindi.com/) - Commercial AS3/AIR obfuscator with renaming, asset encryption and automatic code optimization.
+* [irrFuscator](http://www.ambiera.com/irrfuscator/) - Commercial AS3 obfuscator for Flash and Flex SWF files.
+
+#### SWF Inspectors
+* [SWFWire](https://github.com/magicalhobo/SWFWire) - Advanced SWF Decompiler, Inspector and Debugger Tools ([website](http://www.swfwire.com/)).
+* [Velocity9](https://github.com/velocity9/Inspector) - Basic SWF Inspector.
+
+#### SWF Decompilers
+* [AS3Sorcerer](http://www.as3sorcerer.com/) - Premiere AS3 decompiler with 99% decompilation accuracy (supports SWF/SWC, Alchemy opcodes).
+* [Sothink Decompiler](http://www.sothink.com/product/flashdecompiler/) - Advanced decompiler for AS2/AS3 (supports asset extraction and conversion of SWF to FLA/Flex).
+
+#### ANE Dev Tools
+* [FreSharp](https://github.com/tuarua/FreSharp) - Build ANEs using C# with this C# wrapper for FlashRuntimeExtensions .
+* [Swift-IOS-ANE](https://github.com/tuarua/Swift-IOS-ANE) - ANE starter kit written in Swift 3 for iOS 10 .
+
+## Frameworks
+#### MVC Frameworks
+
+* [PureMVC](https://github.com/PureMVC/puremvc-as3-standard-framework) - Industry-standard MVC framework for Flash ([multicore](https://github.com/PureMVC/puremvc-as3-multicore-framework)).
+* [Robotlegs](https://github.com/robotlegs/robotlegs-framework) - Dependency injection, module/view/command management framework for Flash.
+* [Hummingbird](https://github.com/flashapi/hummingbird) - Build and deploy robust MVC applications for AS3, Mobile and the Starling Framework.
+* [Apollo](https://github.com/LaurentZuijdwijk/Apollo) - Dependency injection and messaging framework, which can be used as the basis for MVC projects.
+* [Somacore](https://github.com/soundstep/somacore_framework) - Lightweight event-based AS3 MVC framework.
+* [Kote](https://github.com/whitered/Kote) - Fast and lightweight MVC framework that brings together the best of PureMVC and as3-signals.
+* [StarlingMVC](https://github.com/CreativeBottle/starlingMVC) - IOC Framework for Starling based games.
+
+#### UI Frameworks
+
+* [Starling](https://gamua.com/starling/) - High-performance 2D graphics engine built on Stage3D. API identical to Flash API. ([github](https://github.com/Gamua/Starling-Framework), [help](http://wiki.starling-framework.org/start)).
+* [Feathers UI](https://feathersui.com/) - User interface components for Starling Framework ([github](https://github.com/BowlerHatLLC/feathers), [help](https://feathersui.com/help/index.html)).
+* [Flow](https://github.com/artman/Flow) - Layout, effects, data binding and remoting framework to be used instead of Flex.
+* [AS3Commons UI](https://github.com/AS3Commons/as3commons-ui) - Layouting, focus and keyboard management framework.
+* [Swiz](https://github.com/swiz/swiz-framework) - Brutally simple micro-architecture for creating RIAs with AS3 and Adobe Flex.
+* [Hiddenwood](https://github.com/raweden/Project-Hiddenwood) - User interface library developed for a web app project, written in AS3 and in a MVC pattern.
+* [Elastic-Lists](https://github.com/MoritzStefaner/Elastic-Lists) - Fluid and powerful interface for facet browsing.
+* [Apache Flex®](https://flex.apache.org/) - The Apache Flex® SDK is the evolution of the popular Adobe Flex SDK. The Apache Flex® SDK is an application development framework for easily building Flash-based applications for mobile devices, web browsers, and desktop platforms.
+* [Apache Royale®](http://royale.apache.org/) - The Apache Royale® project is developing a next-generation of the Apache Flex® SDK. Royale has the goal of allowing applications developed in MXML and ActionScript to not only run in the Flash/AIR runtimes, but also to run natively in the browser without Flash, on mobile devices as a PhoneGap/Cordova application, and in embedded JS environments such as Chromium Embedded Framework. Royale has the potential to allow your MXML and ActionScript code to run in even more places than Flash currently does.
+
+#### Game Frameworks
+
+* [CitrusEngine](http://citrusengine.com/) - Professional-grade game engine built built on Starling & Away3D.
+* [StarlingPunk](https://github.com/asaia/StarlingPunk) - Framework built on Starling to add structure and organization to your game projects.
+* [FlashPunk](https://github.com/useflashpunk/FlashPunk) - Framework to build 2D games. Provides graphics, events, inputs, animation, etc.
+* [Flixel](https://github.com/AdamAtomic/flixel) - Useful base classes that you can extend to make your own game objects.
+* [Tetragon](https://github.com/NothingInteractive/tetragon) - Cross-platform framework to build any kind of game. Provides resource management, debugging facilities, multi-locale support, layered extendability, a game-oriented data structure, and more.
+* [Pixelizer](https://github.com/johanp/Pixelizer) - Component based game engine to build 2D games. Provides rendering, animation, input, etc.
+* [AS3isolib](https://github.com/as3isolib/as3isolib.v1) - Isometric Library developed to assist in creating isometrically projected games.
+* [IsoHill](https://github.com/jadbox/IsoHill-Game-Engine) - GPU-based Isometric engine built on Starling, with TILED map parser, layers, etc ([website](http://www.isohill.com/)).
+* [YCanvas](https://github.com/jozefchutka/YCanvas) - High-performance 2D tile renderer and world map renderer.
+* [ND2D](https://github.com/lrrrs/nd2d) - GPU-accelerated 2D game engine using Stage3D ([ND2Dx](https://github.com/NoRabbit/ND2Dx)).
+* [Nexus](https://github.com/tversteeg/Nexus) - GPU-accelerated 2D game engine using Stage3D.
+
+#### 3D Frameworks
+
+* [AwayBuilder](http://awaytools.com/awaybuilder/) - Visual workflow tool to import, optimise and bake 3D assets from a variety of sources.
+* [Away3D](https://github.com/away3d/away3d-core-fp11) - Open-source GPU-accelerated 3D engine for Flash Player 11+ ([examples](https://github.com/away3d/away3d-examples-fp11)).
+* [Away3D OpenFL](https://github.com/away3d/away3d-core-openfl) - Away3D for Neko, HTML5 and native CPP. ([examples](https://github.com/away3d/away3d-examples-openfl)).
+* [AwayPhysics FP11](https://github.com/away3d/awayphysics-core-fp11) - Away Physics - 3D physics library for the Away3D FP 11 ([examples](https://github.com/away3d/awayphysics-examples-fp11)).
+* [Alternativa3D](https://github.com/AlternativaPlatform/Alternativa3D) - Alternativa3D GPU accelerated 3D engine ([examples](https://github.com/AlternativaPlatform/Alternativa3DExamples)).
+* [Flare3D](http://flare3d.com/) - Commercial 3D platform with high-performance engine and Level-editor IDE.
+* [Zen3D](https://github.com/hgupta9/Zen3D) - High-performance 3D engine for Adobe Flash & AIR (GPU based).
+
+#### Animation
+
+* [GreenSock GSAP](https://greensock.com/gsap-as) - The industry-standard animation library for Flash (TweenLite, TweenMax) ([github](https://github.com/greensock/GreenSock-AS3)).
+* [GTween](http://gskinner.com/libraries/gtween/) - Small but robust library for programmatic tweening, animation, and transitions.
+* [DragonBones](http://dragonbones.github.io/) - High-speed skeletal animation using Starling, and tools to export animations from Flash Pro.
+* [FlashEff2](http://www.flasheff.com/) - Premiere programmatic animation library with 100+ transitions and text effects.
+* [FlashEffNano](http://www.flasheffnano.com/) - FlashEff transition library optimized for mobile devices, with 20+ transitions in 750 styles.
+* [StarlingGAFPlayer](https://github.com/zenrobin/StarlingGAFPlayer) - Play back GAF animations using Starling (animations authored in Flash Pro).
+
+#### Signals
+
+* [AS3-signals](https://github.com/robertpenner/as3-signals) - New approach for AS3 events inspired by C# events and signals/slots in Qt.
+* [react-as3](https://github.com/tconkling/react-as3) - Signals/slots and functional reactive programming library.
+* [Signaller](https://github.com/whitered/Signaller) - Signals implementation with restricted rights for dispatching.
+* [Fa-as3](https://github.com/fabrikagency/fa-as3) - Write less, do more framework, modeled like jQuery.
+
+#### Functional
+
+* [AS3FP](https://github.com/jadbox/AS3FP) - Collection of functional idioms based on Haskell and Coffeescript.
+* [Raix](https://github.com/richardszalay/raix) - Reactive And Interactive eXtensions simplifies working with interactive data (arrays) or reactive data (events).
+* [Fxp-as3](https://github.com/j3k0/fxp-as3) - Functional library inspired by the "mostly adequate guide".
+
+#### Unit Testing
+
+* [AS3unit](https://github.com/Hoten/as3unit) - Unit testing framework for ActionScript 3.
+* [hamcrest-as3](https://github.com/drewbourne/hamcrest-as3) - Matcher objects allowing 'match' rules to be defined declaratively.
+* [expect.as](https://github.com/krzysztof-o/expect.as) - BDD-style assertion library for ActionScript 3.
+* [AS3spec](https://github.com/f1337/as3spec) - Tiny BDD framework for AS3, inspired by Bacon and RSpec.
+* [Flexunit](https://github.com/flexunit/flexunit) - FlexUnit project for Actionscript 3 and Flex projects.
+* [ASunit](https://github.com/patternpark/asunit) - The only unit test framework that supports Flash Players 6, 7, 8, 9 and 10.
+* [RobotEyes](https://github.com/Stray/RobotEyes) - End-to-end testing for TDD. Hybrid of WindowLicker and Drew Bourne's Mockolate.
+
+## User Interface
+#### UI Components
+
+* [MinimalComps](https://github.com/minimalcomps/minimalcomps) - Minimal ActionScript 3.0 UI Components for Flash.
+* [MadComponents](https://github.com/danfreeman/MadComponents) - Popular Mobile UI Framework for AS3 / AIR.
+* [AsWing](https://github.com/dreamsxin/AsWing) - Open Source Flash ActionScript GUI framework.
+* [GPUI](https://github.com/inspirit/GPUI) - Tiny GUI Library based on Stage3D (GPU).
+* [Falcon](https://github.com/HendrixString/Falcon) - responsive/flexible mobile ui controls for Feathers.
+* [Flex-maps](https://github.com/igorcosta/flex-maps) - Definitive solution for maps in Apache Flex.
+* [FlexBook](https://github.com/blvz/FlexBook) - Awesome Page Flip component for Flex.
+* [Flex-Android-Material-Skins](https://github.com/quick6black/flex-Android-Material-Skins) - Android Material Design skins for Flex Mobile components.
+
+#### Starling Components
+
+* [TabbedApplication](https://github.com/pol2095/Feathers-Extension-Tabbed-Application) - View-based navigation model with swipe to navigate tabs.
+* [DataGrid](https://github.com/pol2095/Feathers-Extension-DataGrid) - Displays a datagrid with column headings and smooth scrolling.
+* [DataTree](https://github.com/pol2095/Feathers-Extension-Tree) - Displays hierarchical data arranged as an expandable tree.
+* [Canvas](https://github.com/pol2095/Feathers-Extension-Canvas) - Supports basic vector drawing functionality.
+* [CircleProgress](https://github.com/pol2095/Feathers-Extension-CircleProgress) - Displays progress using a radial progressbar.
+* [ZoomableControl](https://github.com/pol2095/Feathers-Extension-ZoomableControl) - Allows a pinch to zoom using the multitouch inputs.
+* [Toaster](https://github.com/pol2095/Feathers-Extension-Toaster) - Simple feedback about an operation in a small popup. .
+* [Google Maps](https://github.com/ZwickTheGreat/feathers-maps) - Google Maps for Starling, optimized for mobile devices.
+
+#### Layout
+
+* [Adobe TLF](https://github.com/apache/flex-tlf) - Adobe/Apache Flex Text Layout Framework (TLF).
+* [TinyTLF](https://github.com/joelhooks/tinytlf) - Versatile text layout framework built on top of the Flash Text Engine for Flash/Flex.
+* [TransformManager](https://greensock.com/TransformManager) - By Greensock. Interactive scaling/rotating/moving of DisplayObjects.
+* [TransformTool](https://github.com/senocular/TransformTool) - Free Transform Tool (AS, JS) for manipulating objects in 2D space.
+* [Argilla-Mosaic](https://github.com/folletto/Argilla-Mosaic) - Dynamic layout library.
+* [xrope](https://github.com/evan-liu/xrope) - Simple layout library for native AS3 display objects.
+* [miglayout-as](https://github.com/develar/miglayout-as) - Port of MigLayout, a superbly versatile Flash/Flex/FlashCocoa (SWT/Swing/JavaFX) layout manager.
+
+#### Multi Touch
+
+* [TUIO Client](https://github.com/lagerkoller/tuio-as3) - Common framework for multi-touch hardware, supporting TUIO/FLC and TUIO/TCP ([web](http://www.tuio.org/?flash)).
+* [Gestouch](https://github.com/fljot/Gestouch) - Multitouch gesture recognition library for building better Natural User Interfaces.
+* [Gestures.IO](https://github.com/GesturesIO/gesturesio-as3) - Simplifies the way you create gesture-based Natural Interactions.
+* [TouchScript](https://github.com/TouchScript/TouchScript.as3) - Multitouch framework that makes handling complex gesture interactions on large touch surfaces easier.
+
+#### Game Controllers
+
+* [AS3dpad](https://github.com/duckleg/as3dpad) - A virtual touchscreen gamepad designed for Adobe AIR Mobile (Android/iOS).
+* [Gamepad](https://github.com/iainlobb/Gamepad) - Simulates an analog joystick input using the keyboard.
+* [Advanced_Joystick](https://github.com/justjoeyuk/Advanced_Joystick) - Joystick for the Starling Framework, designed for Adobe AIR Mobile.
+* [AS3-Controller-Input](https://github.com/arkeus/as3-controller-input) - Interact with Ouya and Xbox360 game controllers from Adobe AIR.
+
+## Multimedia
+
+#### Augmented Reality
+
+* [FLARToolKit](https://github.com/Saqoosha/FLARToolKit) - AS3 port of the industry standard ARToolkit library, for Flash Player 11. ([website](http://www.libspark.org/wiki/saqoosha/FLARToolKit/en)).
+* [FLAREmulator](https://github.com/theflashbum/FLAREmulator) - Test AR demos to see what works and what doesn't with or without a webcam.
+* [FLARManager](http://words.transmote.com/wp/flarmanager/) - Lightweight framework for building augmented reality apps, using FLARToolkit/flare.tracker/flare.NFT.
+* [NyARToolkitAS3](https://github.com/nyatla/NyARToolkitAS3) - NyARToolkit AS3 edition. Marker based Augmented reality library.
+* [EZFLAR](https://github.com/tcha-tcho/EZFLAR) - A little wrapper to ease the way AR works.
+* [IN2AR](https://github.com/inspirit/IN2ARSDKExamples) - SDK for IN2AR cross-platform Augmented Reality Engine.
+
+#### Data Visualization
+
+* [Axiis](https://github.com/hgupta9/AxiisCharts) - Data visualization framework with line, bar, wedge, column, cluster, area, smith and treemap charts.
+* [Open Flash Charts](https://sourceforge.net/projects/openflashchart/) - Line charts, Area charts, Bar charts, Pie charts, Scatter charts.
+* [Flare](https://github.com/prefuse/Flare) - charts and graphs, supports data management, visual encoding, animation, and interaction techniques.
+* [clearmaps](https://github.com/sunlightlabs/clearmaps) - Mapping framework for data visualization.
+* [redada](https://github.com/geraldo/redada) - Interactive visualization of weighted graphs using GraphML files.
+* [Flextreemap](https://github.com/joshtynjala/flextreemap) - TreeMap data visualization component for Adobe Flex.
+* [GraphVisualizer](https://github.com/armisael/GraphVisualizer) - A Flex 3 + ActionScript 3 web software to draw dynamic graphcs.
+* [Weave](https://github.com/WeaveTeam/Weave) - Web-based Analysis and Visualization Environment.
+* [Social-grid](https://github.com/Instrument/social-grid) - Abstract Grid Visualization for Social Media.
+
+#### Camera
+
+* [CameraDetection](https://github.com/cataclysmicrewind/CameraDetection) - Camera detection.
+* [Fluocam](https://github.com/Fluocode/Fluocam) - Virtual camera for Starling applications.
+* [WebcamRecorder](https://github.com/Stupeflix/WebcamRecorder) - Chromeless video/audio/still image recording from webcams.
+* [FlashyWrappers](https://github.com/rainbowcreatures/FlashyWrappers) - Recording video from AIR apps on Windows/Android/iOS/OSX.
+
+#### Image
+
+* [Scale9Image](https://github.com/Tibus/Scale9Image) - Optimized scale9Grid image for starling.
+* [ASImageLib](https://github.com/terrynoya/ASImageLib) - BMP/PNG decoder for actionscript.
+* [Async-Image-Encoders](https://github.com/LeeBurrows/Async-Image-Encoders) - Asynchronously encode BitmapData objects into image file format.
+* [Flip-Planes-AS3](https://github.com/jamesflorentino/Flip-Planes-AS3) - Photo slideshow effects.
+* [AS3-transitions-lib](https://github.com/foo123/as3-transitions-lib) - Image Transitions Library.
+* [Inspirit Image](https://github.com/hgupta9/InspiritImage) - FFT, SURF, edge detection, fluid solver, etc.
+* [Inspirit GPUImage](https://github.com/inspirit/GPUImage) - Framework for GPU-based image processing.
+* [AS3potrace](https://github.com/PowerflasherBR/as3potrace) - POTrace implementation, to trace bitmap images to vector.
+* [ATF-Encoder](https://github.com/plepers/ATF-Encoder) - Encode/decode ATF (Adobe Texture Format) files in pure AS3.
+* [AS3-klt](https://github.com/motemen/as3-klt) - Kanade-Lucas-Tomasi feature tracker implementation.
+* [BlurHash](https://github.com/roipeker/as3-blurhash) - A BlurHash encoder/decoder implementation in ActionScript 3.0..
+
+#### Font
+
+* [Firetype](https://github.com/MaxDidIt/firetype) - Parse OpenType fonts and render them using Stage3D.
+* [BMFontRenderer](https://github.com/bengarney/BMFontRenderer) - AS3 renderer for bitmap font data in the BMFont format.
+* [HanFont](https://github.com/kyoji2/HanFont) - AIR app for Chinese Font Embeding in ActionScript.
+* [Ficon.as](https://github.com/dv/Ficon.as) - Library to easily include icon fonts.
+
+#### Particle
+
+* [Flint](https://github.com/richardlord/Flint) - Particle Engine for Flash and Flex.
+* [Desuade Partigen](http://desuade.com/partigen) - Desuade Partigen particle generation system ([github](https://github.com/andrewfitz/desuade)).
+* [Angulex](https://github.com/cosmindolha/ParticleDesigner) - Particle Designer for the Starling framework (ActionScript 3).
+* [SAP](https://github.com/gonchar/SAP) - Particle System for Starling.
+* [Starling-Particles](https://github.com/Gamua/Starling-Extension-Particle-System) - Particle system for the Starling framework, compatible with the "Particle Designer" from 71squared.com.
+* [MotionParticleSprite](https://github.com/bjeld/motionparticlesprite) - Design motion paths in Flash Pro and use it to guide Starling particles.
+
+#### Panorama Viewer
+
+* [Pantaloons](https://github.com/EyeSee360/Pantaloons) - Panoramic viewing in Flash Player.
+* [SaladoPlayer](https://github.com/mstandio/SaladoPlayer) - Panorama viewer.
+* [PanoramicViewer](https://github.com/BrianMehrman/PanoramicViewer) - 3D Panoramic Viewer.
+* [Sphere_panorama](https://github.com/suzumura-ss/flash_sphere_panorama) - Panorama player with equirectangular texture written in AS3 (Alternativa3D).
+* [CuTy](https://github.com/fieldOfView/CuTy) - QTVR Panorama viewer based on Flash 10.
+
+#### QR Code
+
+* [Zxing AS3](https://github.com/zxing/zxing/tree/c1df162b95e07928afbd4830798cc1408af1ac67/actionscript) - QR code detection and generation ([docs](https://zxing.github.io/zxing/)).
+* [AS3-qrcode-encoder](https://github.com/jbpin/as3-qrcode-encoder) - QR code encoder in as3.
+* [qrcode-as](https://github.com/yanbe/qrcode-as) - QR Code reader which supports webcam on Windows, Mac and Linux.
+
+#### Sound
+
+* [SoundAS](https://github.com/treefortress/SoundAS) - Modern & lightweight sound manager for AS3.
+* [Standingwave3](https://github.com/maxl0rd/standingwave3) - Dynamic audio library.
+* [Standingwave3-addons](https://github.com/charlesclements/standingwave3-addons) - Addons for SW3.
+* [Soundtouch-as3](https://github.com/also/soundtouch-as3) - AS3 Port of the SoundTouch Sound Processing Library.
+* [SeiON](https://github.com/cardin/SeiON) - Sound Management Library.
+* [AS3-Sound-Manager](https://github.com/GrupoW/as3-Sound-Manager)- Upgraded version of the Sound Manager Class from Matt Przybylski.
+* [AS3sfxr](https://github.com/SFBTom/as3sfxr) - Port of sfxr from C++ to AS3, using the new sound and file capabilities of Flash Player 10.
+* [AS3-audio](https://github.com/singuerinc/as3-audio) - Audio Management in Actionscript.
+* [SiON](https://github.com/keim/SiON) - Flash Software Synthesizer.
+* [FlashWavRecorder](https://github.com/michalstocki/FlashWavRecorder) - Recording audio and saving as a WAV.
+* [Local-recorder](https://github.com/pauln/local-audio-recorder) - Local audio recorder (no streaming server required). Currently requires Flash Player 10.1 or above.
+* [Jukebox](https://github.com/AlwynW/Jukebox) - Music manager for Actionscript 3 projects.
+* [Flod](https://github.com/photonstorm/Flod) - Amiga SoundTracker (MOD) and FastTracker (XM) Replay Library.
+
+#### Video Player
+
+* [Flowplayer](https://github.com/flowplayer/flash) - Flowplayer Flash, the video player for the Web.
+* [Goplayer](https://github.com/dbrock/goplayer) - Modern open-source video player written in ActionScript 3.
+* [OSFlashVideoPlayer](https://github.com/FlashJunior/OSFlashVideoPlayer) - Open source flash video player.
+* [F4player](https://github.com/gokercebeci/f4player) - Open Source AS3 Flash Video Player.
+* [dashas](https://github.com/castlabs/dashas) - MPEG-DASH player written in ActionScript.
+* [hlsplayer](https://github.com/erlyvideo/hlsplayer) - HLS player for OSMF flash framework.
+* [vgaplayer](https://github.com/euske/vgaplayer) - Open source player for Adobe Flash Media Server streams (RTMP).
+
+## Database
+
+#### SQLite
+* [AS3Query](https://github.com/kemsky/as3Query) - Another SQLite ORM and query DSL for ActionScript.
+* [AIRdb](https://github.com/dkeskar/airdb) - AIR ORM for using client-side SQLite within AIR and Flex apps. Supports ActiveRecord style models, migrations and associations.
+* [Flexine](https://github.com/riadvice/Flexine) - SQLite ORM for AIR.
+* [AIR-sqlite](https://github.com/probertson/air-sqlite) - Utilities for working with SQLite databases in AIR.
+
+#### MongoDB
+* [MongoAS3](https://github.com/s9tpepper/MongoAS3) - MongoDB driver.
+* [ActionMongo](https://github.com/RIAlizer/ActionMongo) - MongoDB driver.
+
+#### CouchDB
+* [AS3couchdb](https://github.com/bustardcelly/as3couchdb) - Client-side API for interacting with a CouchDB instance.
+* [Soup](https://github.com/dima/soup) - Mixing CouchDB, Sinatra, AIR and RestfulX to create an offline/online ready app with undo/redo capabilities.
+
+#### MySQL
+* [AS3mysql](https://github.com/hgupta9/as3mysql) - Driver for the MySQL open source database.
+
+#### PostgreSQL
+* [Pegasus](https://github.com/uhoh-itsmaciek/pegasus) - Driver for the PostgreSQL open source database.
+
+#### DynamoDB
+* [AWS-dynamodb](https://github.com/ferf/aws-dynamodb-actionscript) - Driver for accessing Amazon's AWS DynamoDB.
+
+#### Redis
+* [AS3redis](https://github.com/zhangq0355/as3redis) - Driver for Redis.
+
+## File Formats
+
+#### Archives
+
+* [FZip](https://github.com/claus/fzip) - Mature library to load, modify and create standard ZIP archives.
+* [ASZip](https://code.google.com/archive/p/aszip/) - Generate ZIP archives from AS3.
+* [Untar-Worker](https://github.com/mesmotronic/as3-worker-untar) - TAR extraction using AS3 Workers (background threads).
+
+#### 3D Formats
+
+* [AsCollada](https://github.com/timknip/ascollada) - Parse COLLADA 3D model files ([fork](https://github.com/david-gregory/ascollada)).
+* [AsBlender](https://github.com/timknip/asblender) - Parse Blender .BLEND files.
+* [AS3-bvh-parser](https://github.com/rkn14/as3-bvh-parser) - Parse BVH files.
+* [EasyAGAL](https://github.com/Barliesque/EasyAGAL) - Simplifies development of AGAL shaders with code completion, code hinting, macros, etc.
+
+#### CSV
+
+* [CSV4AS3](https://github.com/lizardon/CSV4AS3) - CSV library ported from Apache Commons CSV.
+* [Csvlib](https://github.com/51systems/csvlib) - CSV parser.
+
+#### CSS
+
+* [AS3csslib](https://github.com/heyfrench/as3csslib) - CSS3 parser, selector and style engine for ActionScript 3.0.
+* [Fcss](https://github.com/theflashbum/fcss) - Flash Cascading StyleSheet Library.
+* [Stylekit-as3](https://github.com/videojuicer/stylekit-as3) - Skinnable user interfaces using CSS3.
+* [Sass4as](https://github.com/jeremyruppel/sass4as) - Syntactically Awesome Stylesheets for ActionScript 3.
+* [Jakute-CSS](https://github.com/kakenbok/Jakute-Styling-Engine) - Jakute is a CSS framework for ActionScript/Flash.
+* [CSS.as](https://gist.github.com/trxcllnt/1161266) - Single-file CSS parser, part of TinyTLF project.
+
+#### BSON
+
+* [ActionBSON](https://github.com/fminzoni/ActionBSON) - BSON data encoder/decoder.
+* [MongoAS3](https://github.com/s9tpepper/MongoAS3) - MongoDB Driver which includes BSON I/O.
+
+#### EXIF
+
+* [AS3-exif-lib](https://github.com/unstoppable/actionscript-exif-reading-lib) - Parse JPEG EXIF data.
+* [Exif-as3](https://github.com/bashi/exif-as3) - Parse JPEG EXIF data.
+
+#### FXG
+
+* [Fxg-as3-lib](https://github.com/pixelami/fxg-as3-lib) - Pure AS3 FXG rendering library (both runtime rendering and mxml supported).
+* [Fxg2as3](https://github.com/ZackPierce/fxg2as3) - Converting FXG markup into executable Actionscript 3 code.
+
+#### GIF
+
+* [AS3gif](https://github.com/audreyt/as3gif) - Play and encode Animated GIFs.
+* [GIF Player](https://github.com/theturtle32/Flash-Animated-GIF-Library) - Play Animated GIFs in Flash.
+* [Async-gif-decoder](https://github.com/honzabrecka/async-gif-decoder) - Asynchronous GIF decoder & player.
+
+#### ICAL
+
+* [AS3iCAL](https://github.com/nicolai86/as3.iCal) - iCal parser based on the RFC2445 specification.
+
+#### JSON
+
+* [Actionjson](https://github.com/mherkender/actionjson) - Faster, more advanced ActionScript 3 JSON library.
+* [Jameson](https://github.com/mattupstate/jameson) - JSON Document Object Mapper.
+* [Serialkiller](https://github.com/benbjohnson/serialkiller) - JSON & XML serialization library.
+* [JsonMapper](https://github.com/kemsky/JsonMapper) - Typed JSON parser.
+* [JSONTools](https://github.com/s9tpepper/JSONTools) - JSON errors, the speed of the JSWoof JSON library, and E4X style queries dubbed E4J.
+
+#### Markdown
+
+* [Showdown.as](https://gist.github.com/cstrahan/648771) - Port of showdown.js.
+* [Actiondown](https://github.com/bbeaumont/Actiondown) - Port of Javascript Showdown.
+* [Markdownlib](https://github.com/Corsaair/markdownlib) - Implementation of Markdown.
+
+#### MP3
+
+* [AS3id3lib](https://github.com/devxoul/as3id3lib) - Parse MP3 ID3 data.
+* [AS3Icy](https://github.com/claus/as3icy) - Decode and play live MP3 streams from Shoutcast, Icecast and Limewire.
+
+#### PDF
+
+* [AlivePDF](https://code.google.com/archive/p/alivepdf/) - Client side PDF generation ([github](https://github.com/riadvice/alivepdf)).
+* [PurePDF](https://github.com/sephiroth74/purePDF) - Complete PDF library, port of Java iText.
+* [HalcyonPDF](https://github.com/systemed/halcyon_pdf) - OpenStreetMap PDF renderer.
+* [PDFCase](https://github.com/dickclaus/pdfcase) - PDF Library.
+* [PDFView](https://github.com/jankapunkt/PDFView) - PDF viewer built from scratch.
+
+#### PSD
+
+* [AS3-psd-parser](https://github.com/warrenseine/as3-psd-parser) - Parse Photoshop PSD files and render as BitmapData objects.
+
+#### SWF
+
+* [AS3swf](https://github.com/claus/as3swf) - Low level library to parse, create, modify and publish SWF files.
+* [AS3abc](https://github.com/imcj/as3abc) - Low level library to parse, create, modify and publish ABC (Actionscript Block Code) files.
+* [SWFWire](https://github.com/magicalhobo/SWFWire) - SWF Decompiler and Inspector Tools.
+* [Abc-abstraction](https://github.com/krilnon/abc-abstraction) - Allows ABC to be analyzed, manipulated, packaged back into an SWF, and run.
+
+#### SVG
+
+* [AS3SVGRenderer](https://github.com/LucasLorentz/AS3SVGRenderer) - SVG Renderer for Flash Player.
+* [SVGParser](https://github.com/millermedeiros/SVGParser) - SVG parser and renderer to FIVe3D and HTML5 canvas.
+
+#### XML
+
+* [XMLSerializer](https://github.com/vapesolius/XMLSerializer) - Library which allows data serialisation from ActionScript to XML and from XML to ActionScript.
+* [DynamicXMLParser](https://github.com/lmgerhard/DynamicXMLParser) - Dynamic parse xml content into predefined data classes (actionscript 3).
+* [Nudge](https://github.com/pluglimited/Nudge) - Framework to serialize/deserialize objects as XML.
+* [AStream](https://github.com/kokorin/AStream) - XML to Object (and vice versa) mapping library written in AS3. Compatible with XStream.
+
+#### XLSX
+
+* [AS3-xlsx-reader](https://github.com/childoftv/as3-xlsx-reader) - Parse Open XML Excel (.XLSX) or Open Office spreadsheets.
+
+
+## Networking
+#### Data Loader
+
+* [GreenSock LoaderMax](https://github.com/greensock/GreenSock-AS3) - Provides an easy and powerful way to load assets at runtime.
+* [BulkLoader](https://github.com/arthur-debert/BulkLoader) - Bulk asset loading library for Actionscript.
+* [AssetLoader](https://github.com/Matan/AssetLoader) - Multi-file/asset loader for AS3 built on AS3Signals.
+
+#### Hardware
+
+* [AS3midilib](https://github.com/heyfrench/as3midilib) - Work with MIDI files and MIDI input/output devices.
+* [AS3glue](https://code.google.com/archive/p/as3glue/) - Communication for Arduino boards.
+* [AS3-arduino](https://github.com/quetwo/as3-arduino-connector) - Connecting Arduino Prototyping board to Adobe AIR.
+* [AIRkinect](https://github.com/AS3NUI/airkinect-2-core) - ANE for integrating with Microsoft Kinect. ([examples](https://github.com/AS3NUI/airkinect-2-examples)).
+* [KinectGate](https://github.com/cleoag/KinectGate) - KinectSDK to AS3 socket gate.
+* [Kinect-Gestures](https://github.com/tonybeltramelli/Air-Kinect-Gesture-Lib) - AIR Kinect Gesture Library.
+* [OpenTSPS](https://github.com/labatrockwell/openTSPS) - TSPS is a cross platform Toolkit for Sensing People in Spaces. It performs openCV operations on live video (Kinect, web camera, etc) and sends it to clients as JSON (via WebSockets), OSC, TUIO, or TCP.
+* [LeapMotionAS3](https://github.com/logotype/LeapMotionAS3) - Integrate with the LeapMotion sensor (provides Gestures, Image, Skeleton/Bone @ 210 FPS).
+
+#### Servers
+
+* [AIRhttp](https://github.com/leopoldodonnell/airhttp) - HTTP Server for Adobe AIR.
+* [AIR-Server](https://github.com/wouterverweirder/AIR-Server) - Socket Server library for Adobe AIR.
+
+#### OAuth
+
+* [Actionscript-oauth2](https://github.com/charlesbihis/actionscript-oauth2) - Interfacing with OAuth 2.0 services.
+* [oauth-flex](https://github.com/oauth-io/oauth-flex) - OAuth.io plugin for Apache Flex/ActionScript.
+* [oauth-as3](https://github.com/mlepicki/oauth-as3) - Mavenized, RSL version of oauth-as3 library - OAuth for ActionScript 3.
+
+#### HTTP
+
+* [Hendrix-HTTP](https://github.com/HendrixString/Hendrix-HttP-AiR) - Lightweight HTTP library for ActionScript 3 (as3) inspired by Square's OkHttp.
+* [HTTPForm](https://github.com/dv/HTTPForm) - Emulate a multipart/form-data HTML form submission request, including file upload.
+* [AS3httpclient](https://github.com/abdul/as3httpclient) - HTTP client implementation.
+* [AS3httpclient](https://github.com/gabriel/as3httpclient) - HTTP client implementation.
+* [Amazon Web Services](https://github.com/satoshi7/ActionScript-API-for-AWS-Amazon-Web-Services-) - AS3 API for AWS.
+
+#### P2P
+
+* [P2Plocal](https://github.com/palkan/as3_p2plocal) - Local RTMFP connections.
+* [Android-Flash-P2P](https://github.com/beautifycode/Android-Flash-P2P) - P2P Communication between a Client.swf and an Android Device with AIR.
+* [NetGrouper](https://github.com/walpolea/NetGrouper) - Wrapper for NetGroup and RTMFP Multicasting abilities to create quick P2P multiplayer games over local networks or Adobe Cirrus.
+* [HydraP2P](https://github.com/devboy/HydraP2P) - Simplifies the peer-to-peer API introduced in Flash Player 10.1.
+* [GroupP2P](https://github.com/oohazard/GroupP2P) - P2P-based netgroup.
+* [HLS-P2P](https://github.com/lava-tech/hls-p2p) - Flash OSMF based hybrid cdn&p2p hls solution.
+* [P2Pmessaging](https://github.com/dreamsocket/actionscript-p2p_messaging) - Simple messaging framework for doing P2P in Flash.
+* [ArcusNode](https://github.com/OpenRTMFP/ArcusNode) - RTMFP Rendevouz Service For Peer Assisted Networking With Adobe Flash on Node JS.
+
+#### Sockets
+
+* [AS3WebSocket](https://github.com/theturtle32/AS3WebSocket) - WebSocket client implementation for the final WebSocket Draft RFC6455.
+* [SmartSocket](https://github.com/XaeroDegreaz/SmartSocket) - SmartSocket is a Java and PHP socket server engine, to make creating multi-user applications quick and painless.
+* [FlashSocket.IO](https://github.com/simb/FlashSocket.IO) - Clients connect to Socket.IO servers from AS3/AIR clients.
+* [Socket.io](https://github.com/ascorbic/socket-io-actionscript) - Socket.IO Actionscript 3 client.
+* [AMFsocket](https://github.com/chadrem/amf_socket) - Bi-directional RPC library for high performance network communication.
+* [Sockpuppet](https://github.com/rjungemann/sockpuppet) - Complete Ruby/ActionScript socket client/server with AMF.
+* [Socket.io-flash](https://github.com/sinnus/socket.io-flash) - Communication to Socket.IO v.0.8+ servers.
+* [ws-flash-client](https://github.com/youurayy/ws-flash-client) - Reliable minimalistic WebSocket client (uses Adobe Flash where native WebSocket is not available).
+
+#### Protocols
+
+* [GIT](https://github.com/nexussays/git-as3) - Client-side implementation of Git.
+* [AIRplay](https://github.com/mikkoh/AS3-Airplay) - Client-side implementation of Apple's Airplay.
+* [TeaTime](https://github.com/aemoncannon/croqodile) - AS3/Erlang implementation of the Croquet project's TeaTime protocol.
+* [XMPP](https://github.com/lyokato/as3xmppclient) - Client-side implementation of XMPP library.
+* [XMPP](https://github.com/bluef/kuching) - Lightweight implementation of XMPP library.
+* [AMQP](https://github.com/0x6e6562/as3-amqp) - Client-side implementation of the 0-8 version of AMQP.
+* [NTP](https://github.com/charlespalen/AS3-NTP-Implementation) - Client-side implementation of NTP Client (Network Time Protocol).
+* [FUDI](https://github.com/matthiasbreuer/FUDI-as3) - Client-side implementation of the Puredata FUDI protocol.
+* [BDD Cucumber](https://github.com/flashquartermaster/Cuke4AS3) - A BDD Cucumber wire protocol implementation for Flash ActionScript.
+
+#### Email
+
+* [AIRXMail](https://github.com/hgupta9/AirXMail) - Complete client-side email library supporting SMTP, POP3 and IMAP4.
+* [AS3Mailer](https://github.com/Matan/AS3Mailer) - Sends email using server script or invokes a mailto.
+
+## Utilities
+
+#### Artificial Intelligence
+
+* [FiniteStateMachine](https://github.com/pzUH/FiniteStateMachine) - Finite State Machine for AI bot/agent.
+* [N-GramPredictor](https://github.com/pzUH/N-GramPredictor) - n-Gram predictor for AI bot/agent.
+* [Naive-BayesPredictor](https://github.com/pzUH/Naive-BayesPredictor) - Naive-Bayes predictor for AI bot/agent.
+* [HierarchicalStateMachine](https://github.com/pzUH/HierarchicalStateMachine) - Hierarchical State Machine for AI bot/agent.
+* [Godmode-as3](https://github.com/tconkling/godmode-as3) - Behavior tree implementation (artificial intelligence).
+* [DecisionTree](https://github.com/pzUH/DecisionTree) - Binary decision tree for AI bot/agent.
+* [FuzzyStateMachine](https://github.com/pzUH/FuzzyStateMachine) - Fuzzy State Machine (FuSM) for AI bot/agent.
+* [SmartKid](https://github.com/skyfeiyun/SmartKid) - Powerful AI engine for 2D & 3D games.
+
+#### Async
+
+* [EasyAS-Worker](https://github.com/myflashlab/easyAS-Worker) - Simplified wrapper for AIR Workers.
+* [Worker-from-class](https://github.com/bortsen/worker-from-class) - Create Workers from Class definitions.
+
+#### Crypto
+
+* [BlooddyCrypto](https://github.com/blooddy/blooddy_crypto) - High-performance library for processing binary data. This library contains MD5, SHA-1, SHA-2, Base64, CRC32, JSON, PNG/JPEG encoders.
+* [AS3Crypto](https://github.com/timkurvers/as3-crypto) - Fork of Henri Torgemane's excellent cryptography library ([patched](https://github.com/lyokato/as3crypto_patched)).
+* [AS3corelib](https://github.com/mikechambers/as3corelib) - MD5 and SHA1 hashing, Image encoders, and JSON serialization.
+* [ASCrypt](https://github.com/Meychi/ASCrypt) - Crypto library with a similar API for multiple languages.
+* [Nexuslib](https://github.com/nexussays/nexuslib-as3) - Reflection, serialization, seeded random number generation, cryptography, networking, and more.
+* [Hashlib](https://github.com/Corsaair/hashlib) - Over 30 different hashing functions.
+* [XXTEA-AS3](https://github.com/xxtea/xxtea-as3) - XXTEA encryption algorithm library for ActionScript 3.
+* [Gibberish-AES](https://github.com/NordMike/gibberish-aes-as3) - A fully OpenSSL compliant ActionScript 3 library for AES encryption.
+
+#### Data
+
+ * [AS3Commons Collections](https://github.com/AS3Commons/as3commons-collections) - Sophisticated and high-performance collections & iterators for AS3.
+
+#### Geometry
+
+* [AS3geometry](https://github.com/alecmce/as3geometry) - Primitives, Polygons, Intersections, etc.
+* [AS3GeomAlgo](https://github.com/azrafe7/as3GeomAlgo) - Collection of geometry algorithms. Port of hxGeomAlgo.
+* [Coral](https://github.com/richardlord/Coral) - High-performance classes for 3D mathematics (Point, Vector, Matrix, Quaternion).
+* [Csg.as](https://github.com/timknip/csg.as) - Constructive Solid Geometry on 3D meshes.
+* [PathUtils](https://github.com/alinakipoglu/Actionscript-PathUtils) - Working with quadratic, bezier and line sequences.
+* [Hilbert](https://github.com/nodename/Hilbert) - Port of Hilbert curve from cortesi/scurve.
+* [AS3AStar](https://github.com/tomnewton/AS3AStar) - Fast A-Star pathfinding algorithm.
+* [A-star_pathfinder](https://github.com/kevhiggins/a-star_pathfinder) - A-Star pathfinding interface for tile based maps.
+* [As3Pathfinder](https://github.com/azakhary/As3Pathfinder) - Grid Path finding Library written using Dijkstra's algorithm.
+
+#### Math
+
+* [AS3Units](https://github.com/erussell/AS3Units) - Port of NGUnits. Parsing, formatting, and converting between units of measure.
+* [AS3LinAlg](https://github.com/inspirit/AS3LinAlg) - Linear Algebra library (Jacobi SVD, Eigen Vectors/Values, Cholesky LU, etc).
+* [Performance Primitives](https://github.com/martinkallman/performance-as3) - High-performance math modeled on the Intel Performance Primitives.
+* [Zexpression](https://github.com/Xorcerer/zexpression) - Parse and evalate math expressions with functions and variables.
+* [FlexibleMatrix](https://github.com/Lukx/FlexibleMatrix) - A multi purpose Matrix class.
+* [AS3eval](http://eval.hurlant.com/) - Packages the Tamarin ESC compiler to work within Flash Player. ([alternate](https://github.com/SimonRichardson/as3-eval)).
+* [FlashFormulaEditor](https://github.com/zasdfgbnm/FlashFormulaEditor) - Formula editor made in Adobe Flex.
+
+#### Text
+
+* [Linkify-as3](https://github.com/CodeCatalyst/linkify-as3) - Convert URLs, e-mail addresses, phone numbers, into clickable links.
+* [AS3hyphenation](https://github.com/gka/as3hyphenation) - Port of the Javascript text hyphenation library Hyphenator.js.
+
+## Runtimes
+
+#### Emulators
+
+* [NES Emulator](https://github.com/nesbox/emulator) - Emulator of NES, Super Nintendo, Sega Mega Drive, GameBoy video consoles.
+* [Commodore 64 Emulator](https://github.com/claus/fc64) - A low level Commodore 64 emulator written in Actionscript 3.
+* [8080 Emulator](https://github.com/ozipi/As3_SpaceInvaders_Emulator) - An actionscript 3 space invaders emulator based on the intel 8080 processor.
+* [8-bit VM](https://github.com/OutOfTheVoid/AS3-8-bit-VM) - An eight bit virtual machine written in actionscript.
+
+#### Interpreters
+
+* [JS](https://github.com/theturtle32/RhinoAS3) - RhinoJS, Port of Mozilla's Rhino JavaScript interpreter.
+* [Simple JS](https://github.com/sixsided/Simplified-JavaScript-Interpreter) - AS3-based Javascript interpreter.
+* [MIL](https://github.com/ser1zw/MIL) - A MIL language VM and interpreter written in ActionScript.
+* [TALES](https://github.com/oaubert/tales4as) - TALES interpreter for ActionScript.
+* [Scheme](https://github.com/hrundik/fScheme) - Scheme interpreter in ActionScript.
+* [Lisp](https://github.com/rzubek/as_lisp) - Lisp dialect written in Actionscript, with compiler and bytecode interpreter.
+* [Lisp Compiler](https://github.com/aemoncannon/las3r) - A lisp compiler for the AVM2.
+* [CannonML](https://github.com/abiyasa/cannonml_as3) - keim's CannonML (shmup scripting language) interpreter.
+
+## AIR Native Extensions
+
+#### Audio ANE
+* [SongPicker](https://github.com/richpixel/SongPickerANE) - A song picker/player ANE for iOS and Android.
+* [SilentSwitch](https://github.com/StickSports/ANE-Silent-Switch) - ANE for iOS to mute sounds if the hardware silent switch is on.
+* [VolumePro](https://github.com/myflashlab/VolumePro-ANE) - Control native music stream volume and you can listen to the volume changes.
+* [SystemVolume](https://github.com/nweber/SystemVolumeNativeExtension) - Interact with the system volume for iOS and Android devices.
+
+#### Multimedia ANE
+* [WebView (Tuarua)](https://github.com/tuarua/WebViewANE) - Modern WebView for OSX 10.10+, Windows Desktop, iOS 9.0+ and Android 21+. Uses CEF (Chromium Embedded Framework) on Windows, WKWebView on iOS/OSX, and WebView on Android.
+* [WebView (FlashLab)](https://github.com/myflashlab/webView-ANE) - Replacement for StageWebView, allows calling Javascript functions from AIR.
+* [AVANE](https://github.com/tuarua/AVANE) - For building video encoding applications using FFmpeg.
+* [PDF](https://github.com/myflashlab/PDF-ANE) - Lets you open PDF files from your AIR mobile apps. Supported on Android and iOS.
+* [VideoPlayer](https://github.com/myflashlab/videoPlayer-ANE) - Play video files in Android or iOS native video player.
+* [SurfaceVideoPlayer](https://github.com/myflashlab/surfaceVideoPlayer-ANE) - SurfacePlayer ANE helps you play video files inside your air mobile projects.
+* [Speech](https://github.com/myflashlab/speech-ANE) - Convert strings to voice files and vice versa fully in the background.
+* [MyAR](https://github.com/myflashlab/AR-ANE-Samples) - AR ANE supporting Android and iOS 64-bit based on Metaio's SDK.
+* [QR-zbar](https://github.com/saumitrabhave/qr-zbar-ane) - ANE for QR Code Reader.
+* [Barcode](https://github.com/myflashlab/barcode-ANE) - Scan almost any barcode type with this super fast barcode scanner ANE.
+* [Bullet](https://github.com/mziwisky/bullet-ane) - Bullet physics simulation library.
+
+#### File System ANE
+* [FileChooser](https://github.com/myflashlab/fileChooser-ANE) - Enable users to select a file from the device filesystem.
+* [ZipManager](https://github.com/myflashlab/zipManager-ANE) - Zip or unzip large zip archives super fast using native process on Android and iOS.
+* [Spotlight](https://github.com/myflashlab/Spotlight-ANE) - Integrate with iOS 9 Spotlight Search, to index search items and user generated content.
+
+#### Networking ANE
+* [Firebase](https://github.com/myflashlab/Firebase-ANE) - API for Google Firebase on Android and iOS with 100% identical ActionScript API.
+* [DownloadManager](https://github.com/myflashlab/downloadManager-ANE) - Download large data files with pause/resume support.
+* [BitTorrent](https://github.com/tuarua/BitTorrentANE) - For building BitTorrent enabled applications.
+
+#### Hardware ANE
+* [Bluetooth](https://github.com/myflashlab/bluetooth-ANE) - Scan for other devices, connect to and pair with them and transfer data between them.
+* [GPS](https://github.com/myflashlab/GPS-ANE) - Get current device GPS location as fast as possible by automatically checking the best available provider.
+* [GoogleVR](https://github.com/myflashlab/GoogleVR-ANE) - Google Virtual Reality SDK available to AIR developers.
+* [Joystick-ANE](https://github.com/StackAndHeap/joystick-ane) - ANE Joystick Library.
+* [AIRControl](https://github.com/AlexanderOMara/AIRControl) - Adobe AIR Game Controller ANE.
+* [AIROUYAController](https://github.com/gaslightgames/AIROUYAController) - ANE for the OUYA Controller.
+* [AIRKinectv2](https://github.com/Tastenkunst/AIRKinectv2) - ANE for Microsoft Kinect v2 for Windows SDK.
+* [Serial/MIDI/DMX](https://github.com/benkuper/AIR-NativeExtensions) - AIRBonjour, NativeSerial, NativeDMXController, NativeMIDI, VirtualMIDI, ExtendedMouse.
+* [LeapMotionAS3](https://github.com/logotype/LeapMotionAS3) - ANE for LeapMotion sensor (provides Gestures, Image, Skeleton/Bone @ 210 FPS).
+
+#### System ANE
+* [TaskbarProgress](https://github.com/tuarua/TaskbarProgressANE) - Display taskbar progress on OSX & Windows 7/8/10 .
+* [DesktopToast](https://github.com/tuarua/DesktopToastANE) - Display interactive toast notifications in Windows 8/10 and OSX.
+* [AlarmManager](https://github.com/myflashlab/alarmManager-ANE) - Run a scheduled task even if your AIR app is closed.
+* [InAppPayments](https://github.com/myflashlab/inAppPayments-ANE) - Identical in-app-billing and in-app-purchase ANE for Android and iOS.
+* [PermissionCheck](https://github.com/myflashlab/PermissionCheck-ANE) - Check and request for permissions in your Adobe Air app.
+* [RateMe](https://github.com/myflashlab/RateMe-ANE) - Ask your users to rate your app in the most efficient way.
+* [Statusbar](https://github.com/myflashlab/Statusbar-ANE) - Control the Statusbar in your AIR apps in runtime.
+* [Badge](https://github.com/myflashlab/Badge-ANE) - Control the iOS badge value.
+* [WinDebug](http://www.henke37.cjb.net/windebug/) - Windows ANE to control applications, windows, memory, breakpoints, metadata, registry, etc.
+* [Can-Open-URL](https://github.com/StickSports/ANE-Can-Open-URL) - ANE for iOS to detect whether an app is installed to handle a specific URL scheme.
+
+#### Social ANE
+* [Facebook](https://github.com/myflashlab/facebook-ANE) - Integrate Facebook SDK into your AIR apps.
+* [GCM](https://github.com/myflashlab/GCM-ANE) - Use Google Cloud messaging on Android and iOS. .
+* [Baidu](https://github.com/lilili87222/baidu-ane-for-ios-and-android) - Baidu ANE for for iOS and Android.
+
+#### Analytics ANE
+* [Admob](https://github.com/myflashlab/Admob-ANE) - Admob ANE.
+* [GameServices](https://github.com/myflashlab/GameServices-ANE) - Google Game Services for Android+iOS.
+* [MoPub](https://github.com/StickSports/MoPub-ANE) - ANE for MoPub advertising.
+* [UMAnalytics](https://github.com/ColerYu/ANE-UMAnalytics) - ANE for UMAnalytics SDK (iOS and Android).
+* [Localytics](https://github.com/randori/ANE-Localytics) - Localytics analytics for mobile Adobe AIR applications (iOS & Android).
+* [Testflight](https://github.com/jlopez/ane-testflight) - Apple TestFlight ANE.
+* [HockeyApp](https://github.com/airext/hockeyapp) - ANE for the Hockeyapp testing & distribute platform.
+* [Chartboost](https://github.com/ChartBoost/air) - ANE for the Chartboost SDK with compile scripts.
+* [Devtodev](https://github.com/devtodev-analytics/air-sdk) - A full-cycle analytics solution for game developers.
diff --git a/readmes/actionsongoogle b/readmes/actionsongoogle
new file mode 100644
index 0000000..0984b6f
--- /dev/null
+++ b/readmes/actionsongoogle
@@ -0,0 +1,115 @@
+# Awesome Actions on Google [](https://awesome.re)
+
+A curated list of awesome AoG(Action on Google) libraries, blogs, open-source project, videos.
+
+With [Actions on Google](https://developers.google.com/actions/), you can easily reach and engage with users across Google. From quick commands to full conversations, Actions help you connect your content and services to users with the Google Assistant.
+
+## Contents
+
+- [Blogs](#blogs)
+- [Videos](#videos)
+- [Codelabs/Courses](#codelabscourses)
+- [Podcasts](#podcasts)
+- [Open source code](#open-source-code)
+- [People to follow](#people-to-follow)
+- [Applications](#applications)
+
+## Document
+
+- [Actions on Google](https://developers.google.com/actions/)
+- [Template Actions](https://developers.google.com/actions/templates/)
+- [Build digital transactions](https://developers.google.com/actions/transactions/digital/dev-guide-digital)
+- [Interactive Canvas](https://developers.google.com/actions/interactivecanvas)
+
+## Blogs
+- [Chord Assist: Building an accessible smart guitar for the blind, deaf and mute](https://medium.com/google-developer-experts/chord-assist-building-an-accessible-smart-guitar-for-the-mute-deaf-and-blind-4f81669ab663) - By Joe Birch.
+- [The Full-Stack Guide to Actions for Google Assistant](https://medium.com/google-developer-experts/the-full-stack-guide-to-actions-for-google-assistant-e1765edd075b) - By [Uri Shaked](https://twitter.com/UriShaked)
+- [Building an Action for Google Assistant: Getting Started](https://www.raywenderlich.com/1217997-building-an-action-for-google-assistant-getting-started) - By [Jenn Bailey](https://www.raywenderlich.com/u/invisigothcodegirl)
+- [Build your own Action for Google Assistant](https://www.androidauthority.com/how-to-build-google-assistant-actions-877154/) - By [Jessica Thornsy](https://www.androidauthority.com/author/jessicathornsby/)
+- [Create Your First Google Assistant Application](https://android.jlelse.eu/create-your-first-google-assitant-application-9a51cea37728) - By [Ravi Rupareliya](https://twitter.com/ravi_rupareliya)
+- [How to automate testing for Google Assistant Apps?](https://xebia.com/blog/how-to-automate-testing-for-google-assistant-apps/) - By Ruben Oostinga.
+- [Use video loops with Interactive Canvas](https://medium.com/google-developers/use-video-loops-with-interactive-canvas-dc7503e95c6a) - By [Leon Nicholls](https://twitter.com/TheLeonNicholls)
+
+## Videos
+- [What are Actions on Google](https://youtu.be/D-lhorsDlUQ) - Luke Davis and guest Jessica Dene Early-Cha introduce the concept of Actions on Google, and talk about common terminology.
+- [Smart Home Integrations on Google Assistant](https://youtu.be/cxABjSOa6RY) - Jessica Dene Early-Cha and guest Dan Myers go over how to get onboarded to Google Assistant for their smart devices and how voice commands work.
+- [Pathway to creating your own Action](https://youtu.be/Jy4CsxNafeE) - Jessica Dene Earley-Cha and guest Brad Abrams talk about content, App Actions, and experiences.
+- [Creating personality for your Actions](https://youtu.be/dh_mixqvrP0) - In this episode of Assistant on Air, host Jessica Dene Early Cha and guest Wally Brill discuss why it's important to design with persona and how to bring it to life.
+- [Intro to the Google Assistant: Build Your First Action (Google I/O'19)](https://youtu.be/dpNrq_wiqGs) - This intro session will cover the fundamentals of the Google Assistant and what you can build for the assistive future.
+- [Reach the Next Billion Users with Your Actions for the Google Assistant (Google I/O'19)](https://youtu.be/ak6Uj02DTjk) - Come learn how users in emerging markets are interacting with the Google Assistant, what they expect from your Actions, and what opportunities you have to grow your services with them.
+- [Smart Home 101: How to Develop for the Connected Home (Google I/O'19)](https://youtu.be/SJ2KYVKfURA) - This session covers updates on the latest tools and capabilities of our smart home API, along with how developers and device makers alike can benefit from deeper integrations with the Google Assistant ecosystem.
+- [Create App-like Experiences on Google Search and the Google Assistant (Google I/O'19)](https://youtu.be/0Hyt7gjHYO4) - Learn how to create interactive, app-like experiences that engage users right on the Google Search results page and the Google Assistant.
+- [Extend Your Android App to the Google Assistant (Google I/O'19)](https://youtu.be/vQALSeGy9aY) - This session is about App Actions and Slices to learn how to let your app users quickly get things done through the Google Assistant.
+- [10 Best Practices for High Quality Actions (Google I/O'19)](https://youtu.be/oo5dFEW0Vk8) - Learn how to reduce development errors, enhance discovery of your Action, grow your user base, and avoid mistakes along the way when building quality and engaging Actions.
+- [Local Technologies for the Smart Home (Google I/O'19)](https://youtu.be/Y6Ue5hQ9meM) - This talk will dive deep into a new SDK that enables developers to locally communicate with and control their smart devices, along with providing a preview of what’s to come.
+- [Tools for Building Better Smart Home Actions (Google I/O'19)](https://youtu.be/1I-7lpZu_PA) - This session will discuss tools to help developers build smart home Actions that make users’ lives easier.
+- [Enhance Your Search and Assistant Presence with Structured Data (Google I/O'19)](https://youtu.be/GR1j2ADyGvA) - Learn how to surface your engaging content on Google Search and the Google Assistant.
+- [Build Interactive Games for the Google Assistant (Google I/O'19)](https://youtu.be/J8lsvvJ21Ok) - Learn how to design and develop immersive gaming experiences for the Google Assistant.
+- [Voice and Visual: How to Build Actions for Smart Displays and More Devices (Google I/O'19)](https://youtu.be/Oh4lCL05XWc) - In this talk, we’ll walk you through design and developer considerations for building multimodal experiences across Google Assistant-enabled devices.
+- [How We Built the Google Assistant Sandbox Demos (And How You Can Too) (Google I/O'19)](https://youtu.be/w2wDR8rr0Hk)
+- [Data and Insights to Build for the Digital Assistant Era (Google I/O'19)](https://youtu.be/b3nDCC2K3rY)
+- [Designing Quality Conversations for the Google Assistant (Google I/O'19)](https://youtu.be/ZRjkSqVedfY) - A conversation designer and a developer will walk you through setting user expectations, handling unexpected user responses, and making improvements with user insights.
+
+## Codelabs/Courses
+- [Build Actions for Google Assistant using Actions Builder (Level 1)](https://codelabs.developers.google.com/codelabs/actions-builder-1/index.html)
+- [Build Actions for Google Assistant using Actions Builder (Level 2)](https://codelabs.developers.google.com/codelabs/actions-builder-2/index.html)
+- [Build Actions for the Google Assistant (Level 1)](https://codelabs.developers.google.com/codelabs/actions-1/index.html)
+- [Build Actions for the Google Assistant (Level 2)](https://codelabs.developers.google.com/codelabs/actions-2/index.html)
+- [Build Actions for the Google Assistant (Level 3)](https://codelabs.developers.google.com/codelabs/actions-3/index.html)
+- [Engage Users with your Action](https://codelabs.developers.google.com/codelabs/actions-user-engagement/index.html)
+- [Extend an Android app to the Google Assistant with App Actions](https://codelabs.developers.google.com/codelabs/appactions/index.html)
+- [Connect smart home devices to the Google Assistant](https://codelabs.developers.google.com/codelabs/smarthome-washer/index.html)
+- [Smart Home Local Execution](https://codelabs.developers.google.com/codelabs/smarthome-local/index.html)
+- [Smart Home Washer](https://codelabs.developers.google.com/codelabs/smarthome-washer/index.html)
+- [Build a Conversational Action for Google Assistant](https://codelabs.developers.google.com/codelabs/actions-1)
+- [Build a sophisticated Conversational Action for Google Assistant](https://codelabs.developers.google.com/codelabs/actions-2)
+- [Build Interactive Apps with Google Assistant](https://www.qwiklabs.com/quests/61) - Qwiklabs quest with 6 labs.
+- [Google Assistant development with Actions on Google](https://www.udemy.com/course/actions-on-google-app-google-assistant/) - Udemy course to create an app for the Google Assistant and Google Home in Node.js.
+- [Build Actions for Google Assistant](https://www.udemy.com/course/buildactionsforgoogleassistant/) - Udemy course to build actions with Dialogflow.
+
+## Podcasts
+- [Assistant On Air](https://podcasts.google.com/?feed=aHR0cHM6Ly9hY3Rpb25zb25nb29nbGUubGlic3luLmNvbS9yc3M&ved=0CAAQ4aUDahcKEwiQruG2mJTnAhUAAAAAHQAAAAAQAQ) - By Google team
+
+## Open source code
+- [Canvas Quiz](https://github.com/googlecreativelab/aog-canvas-quiz) - It is a starter kit for developers to make custom, voice-enabled question-answer games for the Google Assistant.
+- [Interactive Canvas editor](https://github.com/actions-on-google-labs/interactive-canvas-editor-nodejs) - Editor to create a web app for Interactive Canvas that is immediately loaded onto a smart display device. This allows for quick prototyping of web apps for Interactive Canvas.
+- [Virtual Pet](https://github.com/actions-on-google-labs/virtual-pet-game-nodejs) - It is built with interactive canvas. In this game, you will adopt and take care of a hamster just like you would in real life, except through Google Assistant.
+- [Spellcast](https://github.com/actions-on-google-labs/dialogflow-spellcast-nodejs) - Experimental Interactive Canvas game for the Google Assistant.
+- Silly Name Maker [(Node.js)](https://github.com/actions-on-google/dialogflow-silly-name-maker-webhook-nodejs) [(Java)](https://github.com/actions-on-google/dialogflow-silly-name-maker-webhook-java) - Parameters sample (using Dialogflow).
+- Facts about Google [(Node.js)](https://github.com/actions-on-google/dialogflow-facts-about-google-nodejs) [(Java)](https://github.com/actions-on-google/dialogflow-silly-name-maker-webhook-java) - Custom Entities, Contexts, and Deep Links sample (using Dialogflow).
+- Name Psychic [(Node.js)](https://github.com/actions-on-google/dialogflow-name-psychic-nodejs) [(Java)](https://github.com/actions-on-google/dialogflow-name-psychic-java) - Permissions and Google Maps Static API sample (using Dialogflow).
+- Number Genie [(Node.js)](https://github.com/actions-on-google/dialogflow-number-genie-nodejs) [(Java)](https://github.com/actions-on-google/dialogflow-number-genie-java) - Localization sample.
+- [GDG Action](https://github.com/actions-on-google/dialogflow-gdg-nodejs) - This sample demonstrates Actions on Google features for use on Google Assistant including localization (i18n-node), conversation design, rich responses, and API integrations.
+- Say Number [(Node.js)](https://github.com/actions-on-google/actionssdk-say-number-nodejs) [(Java)](https://github.com/actions-on-google/actionssdk-say-number-java) - Say a number Actions SDK sample for Actions on Google.
+- [Smart Home sample](https://github.com/actions-on-google/smart-home-nodejs) - A sample of the Smart Home device control APIs in Actions on Google.
+- [PDPU Scheduler](https://github.com/nish17/scheduler) - It's a Google Assistant action for PDPU that tells you about which classes and labs you have today.
+- [karaoke](https://github.com/amdcaruso/karaoke) - [Amanda Cavallaro](https://github.com/amdcaruso) - Conversational App to buid your own karaoke using GCP, YouTube API and Actions on Google.
+
+## People to follow
+- [Actions on Google](https://twitter.com/actionsongoogle) - Official Actions on Google Account.
+- [Jessica Dene Earley-Cha](https://twitter.com/chatasweetie) - Developer Advocate @google.
+- [Joe Birch](https://twitter.com/hitherejoe) - Android Lead @Buffer. GDE for @Android, @actionsongoogle, @FlutterIO & @GooglePay. Instructor @caster_io.
+- [Allen "Prisoner" Firstenberg](https://twitter.com/afirstenberg) - GDE for Actions on Google.
+- [Amanda (Chibi) Cavallaro](https://twitter.com/chibichibibr) - GDE for Actions on Google.
+- [Aygul Zagidullina](https://twitter.com/aygul) - GDE for Actions on Google.
+- [Mandy Chan](https://twitter.com/MandyChanNYC) - Developer Advocate for the Actions On Google team.
+- [Yoichiro Tanaka](https://twitter.com/yoichiro) - GDE for Actions on Google.
+- [Cathy Pearl](https://twitter.com/cpearl42) - Head of Conversation Design Outreach @Google.
+- [Sachin Kumar](https://twitter.com/sachin_atk) - GDE for Actions on Google.
+- [Nick Felker](https://twitter.com/handnf) - Developer Programs Engineer at Google.
+- [Leon Nicholls](https://twitter.com/TheLeonNicholls) - Google Developer Relations Engineer
+
+## Applications
+- [TuneIn](https://assistant.google.com/services/a/uid/000000c9bec03997) - TuneIn is your everything audio app. With more than 100,000 radio stations and 5.7 million podcasts.
+- [Random Number](https://assistant.google.com/services/a/uid/0000003b4796e827) - It will generate a random number.
+- [Netflix](https://assistant.google.com/services/a/uid/0000002a8e07d537) - Watch TV shows and movies recommended just for you, including award-winning Netflix original series, movies, and documentaries.
+- [Fun Tricks](https://assistant.google.com/services/a/uid/00000038e95bb789) - Lighten up your day with jokes and other fun tricks. Check them out, there's always something new to try.
+- [Google Podcasts](https://assistant.google.com/services/a/uid/000000e0ea9c992f) - Listen to your favorite podcasts by asking your Assistant.
+
+## Contribute
+
+Contributions welcome! Read the [contribution guidelines](contributing.md) first.
+
+## License
+
+[](https://creativecommons.org/publicdomain/zero/1.0/)
diff --git a/readmes/activeadmin b/readmes/activeadmin
new file mode 100644
index 0000000..1f9c896
--- /dev/null
+++ b/readmes/activeadmin
@@ -0,0 +1,125 @@
+Warning: This list will no longer be maintained.
+================================================
+**Please, use the awesome ActiveAdmin wiki.
+Follow the link: https://github.com/activeadmin/activeadmin/wiki**
+
+Awesome ActiveAdmin
+===================
+* [Posts](#posts)
+* [Applications](#applications)
+* [Themes](#themes)
+* [Plugins](#plugins)
+* [Other Awesome Lists](#other-awesome-lists)
+
+Posts
+=====
+* [How to use React Components in Active Admin](https://medium.com/the-side-hustler/how-to-use-react-components-in-active-admin-184ff63b378d)
+* [Adding Google Charts to your Active Admin Application](https://spin.atomicobject.com/2016/11/23/adding-google-charts-active-admin-application/)
+* [Custom Filters Using Ransacker In ActiveAdmin Interfaces](http://nikhgupta.com/code/activeadmin/custom-filters-using-ransacker-in-activeadmin-interfaces/)
+* [UI Components in Rails](https://medium.com/@alessandro1997/ui-components-in-rails-7f9373f0f2f)
+* [ActiveAdmin - Disable JSON/XML export](https://coderwall.com/p/qzlssg/activeadmin-disable-json-xml-export)
+* [Create an ActiveAdmin account by Cloning a Devise User account](https://coderwall.com/p/k4bbnq/create-an-activeadmin-account-by-cloning-a-devise-user-account)
+* [Extending ActiveAdmin DSL](https://coderwall.com/p/wadeva/extending-activeadmin-dsl)
+* [How to Hide Your ActiveAdmin Path](https://coderwall.com/p/2luxig/how-to-hide-your-activeadmin-path)
+* [Implementing Devise Single Sign On with ActiveAdmin](http://goo.gl/cnyLTC)
+* [Shortcut for customizing ActiveAdmin columns](https://coderwall.com/p/epu-va/shortcut-for-customizing-activeadmin-columns)
+* [Sharing code between ActiveAdmin resources](http://tmichel.github.io/2015/02/22/sharing-code-between-activeadmin-resources/)
+* [ActiveAdmin simple_table](http://rubyglasses.blogspot.com.br/2015/02/activeadmin-simpletable.html)
+* [ActiveAdmin Filters—Unlocking the Power of Ransack](http://viget.com/extend/activeadmin-filters-unlocking-the-power-of-ransack)
+* [ActiveAdmin vs Nested Models vs Formtastic vs Acts as Relation](https://coderwall.com/p/cms9ma/)
+* [Facebook authentication on ActiveAdmin](http://helabs.com/blog/2014/04/07/facebook-authentication-on-activeadmin/)
+* [Quick add and quick edit on ActiveAdmin](http://helabs.com/blog/2014/05/28/quick-add-and-quick-edit-on-active-admin/)
+* [ActiveAdmin Cheat Sheet](http://engineering.coachup.com/activeadmin-cheat-sheet/)
+* [Custom activeadmin pages with charts](http://juanda.me/create-custom-activeadmin-pages-with-charts/)
+* [Pagination on table_for inside sections and panels](https://github.com/activeadmin/activeadmin/issues/1116)
+* [ActiveAdmin: Custom column and its filter](http://codeonhill.com/activeadmin-custom-column-and-its-filter/)
+* [Autocomplete Using ActiveAdmin and Rails 3, Including Has Many Associations and Polymorphic Models](http://www.metaltoad.com/blog/activeadmin-autocomplete-rails3)
+* [Tracking user logins and displaying results in Active Admin](https://labs.kollegorna.se/blog/2015/05/activeadmin-logins/)
+* [How to Implement a Single User Model with Rails, ActiveAdmin, and Devise](http://dan.doezema.com/2012/02/how-to-implement-a-single-user-model-with-rails-activeadmin-and-devise/)
+* [Create Beautiful Administration Interfaces with Active Admin](http://mattbriney.com/2011/09/create-beautiful-administration-interfaces-with-active-admin/)
+* [Sharing code between ActiveAdmin resources](http://tmichel.github.io/2015/02/22/sharing-code-between-activeadmin-resources)
+* [ActiveAdmin vs Nested Models vs Formtastic vs Acts as Relation](https://coderwall.com/p/cms9ma)
+* [Salesforce OAuth2 authentication with Active Admin](http://ejholmes.io/2012/04/08/active-admin-with-omniauth.html)
+* [Facebook authentication on ActiveAdmin](http://helabs.com.br/blog/2014/04/07/facebook-authentication-on-activeadmin/)
+* [Quick add and quick edit on ActiveAdmin](http://helabs.com.br/blog/2014/05/28/quick-add-and-quick-edit-on-active-admin/)
+* [Building Web Apps with Active Admin](http://reverbhq.com/blog/2012/08/building-web-apps-with-activeadmin/)
+* [activeadmin cool tweaks](http://amolnpujari.wordpress.com/2013/10/23/activeadmin-cool-tweaks/)
+* [a quick javascript lightbox](http://amolnpujari.wordpress.com/2013/12/19/a-quick-javascript-lightbox/)
+* [Add custom style for active admin boolean fileds](http://salayhin.wordpress.com/2014/04/24/add-custom-style-for-active-admin-boolean-fileds/)
+* [Using ActiveRecord scopes with activeadmin](http://www.reinteractive.net/posts/189-using-activerecord-scopes-with-activeadmin)
+* [8 Insanely Useful ActiveAdmin Customizations](http://viget.com/extend/8-insanely-useful-activeadmin-customizations)
+* [Presenting SQL views through ActiveAdmin](http://lorefnon.me/2014/07/13/presenting-sql-views-through-active-admin.html)
+* [Mastering ActiveAdmin](http://staal.io/blog/2013/02/26/mastering-activeadmin/)
+* [ActiveAdmin Tables](http://codequizzes.wordpress.com/2013/05/22/activeadmin-tables/)
+* [ActiveAdmin and CanCan integration (with an existing user)](http://sush.github.io/posts/active-admin-and-cancan-integration/)
+* [Nested forms for belongs_to relationship - ActiveAdmin](http://eshaiju.blogspot.com.br/2014/03/nested-forms-for-belongsto-relationship.html?m=1)
+* [Nested Attributes in ActiveAdmin for Rails 4](http://www.yoniweisbrod.com/nested-attributes-in-activeadmin-for-rails-4/)
+* [ActiveAdmin Form Field For Strongbox Encrypted Attribute](http://seankibler.com/activeadmin-form-field-for-strongbox-encrypted-attribute)
+* [Sortable lists with acts_as_list and ActiveAdmin](http://www.mossity.com/2011/07/08/sortable-lists-with-actsaslist-and-activeadmin/)
+* [jQuery Datatables + Active Admin](https://gist.github.com/EtienneDepaulis/4070962)
+* [ActiveAdmin and CanCan](http://blog.genuitytech.com/2012/02/26/activeadmin-and-cancan/)
+* [Rails 3 Nested Models in one form using Formtastic and Cocoon gems](http://maxivak.com/rails-3-nested-models-in-one-form-using-formtastic-and-cocoon-gems/)
+* [Akita on Rails](http://www.akitaonrails.com/ActiveAdmin)
+* [Criando páginas não tão estáticas no rails](http://helabs.com/blog/2013/08/12/criando-paginas-nao-tao-estaticas-no-rails/)
+* [ActiveAdmin and Markdown](https://reinteractive.net/posts/43-activeadmin-and-markdown-on-your-15-minute-blog-part-4)
+
+Applications
+============
+* [Active Admin Store](https://github.com/activeadmin/demo.activeadmin.info)
+* [SprintApp](https://github.com/macfanatic/SprintApp)
+* [active_invoices](https://github.com/ianmurrays/active_invoices)
+* [StartupHealthCheck](https://github.com/PixelCrafters/StartupHealthCheck)
+
+Extensions
+==========
+
+Themes
+------
+* [ActiveMaterial](https://github.com/vigetlabs/active_material)
+* [formadmin](https://github.com/formaweb/formadmin)
+* [flattened_active_admin](https://github.com/Papercloud/flattened_active_admin)
+* [active_skin](https://github.com/KMPgroup/active_skin)
+* [active_admin_theme](https://github.com/didww/active_admin_theme)
+* [face_of_active_admin](https://github.com/kvokka/face_of_active_admin)
+* [active_bootstrap_skin](https://github.com/vinhnglx/active_bootstrap_skin)
+* [arctic_admin](https://github.com/cle61/arctic_admin)
+
+**Awesome ActiveAdmin Themes List:** https://github.com/paladini/activeadmin-themes
+
+Plugins
+-------
+
+* [Active Admin Plugins](https://github.com/activeadmin-plugins) __(Github organization)__
+* [activeadmin-plugins](https://github.com/unmantained-activeadmin-plugins) __(Github organization)__
+* [activeadmin_addons](https://github.com/platanus/activeadmin_addons)
+* [active_admin-extensions](https://github.com/Fire-Dragon-DoL/active_admin-extensions)
+* [activeadmin-select2](https://github.com/mfairburn/activeadmin-select2)
+* [activeadmin-settings](https://github.com/slate-studio/activeadmin-settings)
+* [activeadmin-sortable-tree](https://github.com/zorab47/activeadmin-sortable-tree)
+* [activeadmin-sortable_table](https://github.com/bolshakov/activeadmin_sortable_table)
+* [active_admin_paranoia](https://github.com/raihan2006i/active_admin_paranoia)
+* [activeadmin_hstore_editor ](https://github.com/wild-r/activeadmin_hstore_editor)
+* [activeadmin-globalize](https://github.com/unmantained-activeadmin-plugins/activeadmin-globalize)
+* [active_admin-state_machine](https://github.com/macfanatic/active_admin-state_machine)
+* [responsive_active_admin](https://github.com/ball-hayden/responsive_active_admin)
+* [activeadmin_expandable_inputs](https://github.com/arielschvartz/activeadmin_expandable_inputs)
+* [active_admin_jcrop](https://github.com/Ricardonacif/active_admin_jcrop)
+* [active_admin_tinymce](https://github.com/KernelCorp/active_admin_tinymce)
+* [activeadmin_images](https://github.com/KernelCorp/activeadmin_images)
+* [activeadmin-dropzone](http://maximgladkov.com/blog/activeadmin-dropzone-gem)
+* [active_admin-duplicatable](https://github.com/zorab47/active_admin-duplicatable)
+* [active_admin-subnav](http://rubygems.org/gems/active_admin-subnav)
+* [activeadmin-sortable](https://github.com/neo/activeadmin-sortable)
+* [active_admin_date_range_preset](https://github.com/workgena/active_admin_date_range_preset)
+* [activeadmin-reform](https://github.com/bolshakov/activeadmin-reform)
+* [active_admin_role](https://github.com/yhirano55/active_admin_role)
+* [active_admin-form_errors](https://github.com/dhyegofernando/active_admin-form_errors)
+* [active_admin-cep_auto_complete](https://github.com/dhyegofernando/active_admin-cep_auto_complete)
+* [active_admin-advanced_create_another](https://github.com/dhyegofernando/active_admin-advanced_create_another)
+* [active_admin-jquery_inputmask](https://github.com/dhyegofernando/active_admin-jquery_inputmask)
+* [active_admin-humanized_enum](https://github.com/dhyegofernando/active_admin-humanized_enum)
+
+Other Awesome Lists
+===================
+* [awesome-ruby](https://github.com/markets/awesome-ruby)
+* [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) list.
diff --git a/readmes/ada b/readmes/ada
new file mode 100644
index 0000000..cb86da7
--- /dev/null
+++ b/readmes/ada
@@ -0,0 +1,763 @@
+# Awesome Ada [](https://awesome.re)
+
+
+
[Programming in Ada 2012 with a Preview of Ada 2022 (2nd ed.)](https://www.cambridge.org/core/books/programming-in-ada-2012-with-a-preview-of-ada-2022/AD30275F35CCECB97EAB80ABC32B019C#) - Comprehensive.
+
[Programming in Ada 2012](https://www.cambridge.org/core/books/programming-in-ada-2012/55B998B4E908A017E4D74A87364FF224#) - Comprehensive.
+
[Beginning Ada Programming: From Novice to Professional](https://www.amazon.com/Beginning-Ada-Programming-Novice-Professional/dp/1484254279) - Introduction.
+
[Ada 95: The Craft of Object-Oriented Programming](https://www.amazon.com/Ada-95-Craft-Object-Oriented-Programming/dp/0132303507) - General, intermediate.
+
[Ada Plus Data Structures: An Object Oriented Approach](https://www.amazon.com/Ada-Plus-Data-Structures-Oriented/dp/0763737941) - Data Structures.
+
[Ada for Software Engineers](https://link.springer.com/book/10.1007/978-1-84882-314-3) - Idioms, Architecture.
+
[Concurrent and Real-Time Programming in Ada](https://www.cambridge.org/core/books/concurrent-and-realtime-programming-in-ada/9DA4389E52005382D4CC1FC5D812DA71) - Concurrency, Containers, Scheduling.
+
[Data Structures and Algorithms: An Object-Oriented Approach Using Ada 95](https://link.springer.com/book/10.1007/978-1-4612-1854-8) - Data structures, Algorithms.
+
[Building Parallel, Embedded, and Real-Time Applications with Ada](https://www.cambridge.org/core/books/building-parallel-embedded-and-real-time-applications-with-ada/9FC78A90F1B6A2228D69E32CE610A66C) - Concurrency, Distributed.
+
[Analysable Real-Time Systems: Programmed in Ada](https://www.amazon.com/Analysable-Real-Time-Systems-Programmed-Ada/dp/1530265509/ref=sr_1_2?ie=UTF8&qid=1544540272&sr=8-2&keywords=ada+programming+language) - Scheduling.
+
[Building High Integrity Applications with SPARK](https://www.cambridge.org/core/books/building-high-integrity-applications-with-spark/F213D9867D2E271F5FF3EDA765D48E95) - Formal verification.
+
[Ada and SPARK on ARM Cortex-M](https://www.lulu.com/shop/maciej-sobczak/ada-and-spark-on-arm-cortex-m/paperback/product-22614818.html) - Embedded.
+
+### Specialties
+- [gems](https://www.adacore.com/gems/) - Ada Gem Archive.
+- [ada-composition](https://github.com/gerr135/ada_composition) - A collections of small nifty demos/sample code that may help better layout data or structure project.
+- [ada-ic-learning](https://www.adaic.org/learn/materials/) - For additional learning resources, see the AdaIC learning section.
+- [ada-at-rosetta-code](https://rosettacode.org/wiki/Category:Ada) - A collection of programming tasks and their sample solutions in Ada.
+
+### Reference
+- [iso-standard](http://www.ada-auth.org/standards/ada22.html) - The 2022 revision to the Ada Standard, usually known as Ada 2022.
+- [adalib](https://github.com/reznikmm/adalib) - Standard Ada library specification as defined in Reference Manual.
+
+## Community
+
+### Questions and Answers
+- [gitter-ada](https://gitter.im/ada-lang/Lobby) - Ada channel at Gitter.
+- [comp-lang-ada](https://groups.google.com/forum/#!forum/comp.lang.ada) - Ada Usenet newsgroup/forum.
+- [stack-overflow-ada-tag](https://stackoverflow.com/questions/tagged/ada) - Ada at Stack Overflow.
+- [subreddit-ada](https://www.reddit.com/r/ada/) - Ada at Reddit.
+- [subreddit-spark](https://www.reddit.com/r/spark/) - Spark at Reddit.
+- [telegram-ada](https://t.me/ada_lang) - Ada group at Telegram.
+- [libera-chat-ada](https://libera.chat/) - Ada channel at IRC.
+- [matrix-ada](https://matrix.to/#/#ada-lang_Lobby:gitter.im) - Ada room at Gitter via Matrix.
+
+### News and Resources
+- [adacore-blog](https://blog.adacore.com/) - An insight into the AdaCore ecosystem.
+- [ada-europe](http://www.ada-europe.org/) - Ada-Europe is an international organization, set up to promote the use of Ada.
+- [acm-sig-ada](https://www.sigada.org/) - The Special Interest Group on Ada.
+- [ada-resource-association](https://www.adaic.org/community/) - Since 1990 the Ada Resource Association's principal mission has been “To ensure continued success of Ada users and promote Ada use in the software industry”.
+- [ada-information-clearinghouse](https://www.adaic.org/) - News and resources for the Ada programming language.
+- [ada-planet](https://ada-planet.blogspot.com/) - News Aggregator from the Ada programming language world (v3) ([Ada-Planet v2 feed via Matrix][ada-planet-via-matrix]).
+
+[ada-planet-via-matrix]: https://matrix.to/#/#ada-lang:matrix.org
+
+### Competition
+
+
+
+
[The GNAT Programming Studio](https://github.com/AdaCore/gps)
+- [ada-visual](https://marketplace.visualstudio.com/items?itemName=AlexGamper.VisualAda) - Ada language integration for Visual Studio 2017.
+
+### Editors
+- [lea](https://github.com/zertovitch/lea) - LEA, a Lightweight Editor for Ada, aims to provide an easy, script-world-like, "look & feel" for developing Ada projects of any size and level, while enabling access to full-scale development tools like GNAT. LEA includes HAC, the HAC Ada Compiler.
+
+### Text Modes
+- [gnu-emacs-ada-mode](https://www.nongnu.org/ada-mode/) - Gnu Emacs major-mode for editing Ada sources.
+- [vim-ada-bundle](https://github.com/thindil/Ada-Bundle) - Maintained Ada Bundle : Complete Ada-Mode for Vim/NeoVim.
+- [ada-tmbundle](https://github.com/textmate/ada.tmbundle) - TextMate support for Ada.
+- [bbedit-ada-module](https://www.barebones.com/support/bbedit/plugin_library.html) - BBEdit support for Ada.
+- [ob-ada-spark](https://github.com/rocher/ob-ada-spark/) - Ada/SPARK support for org-babel : Evaluate source code blocks with Gnu Emacs and org files.
+
+### VSCode Extensions
+- [adacore-ada](https://marketplace.visualstudio.com/items?itemName=AdaCore.ada) - Language Support for Ada. It includes [Language Server for Ada][ada-language-server].
+- [ada-vscode](https://github.com/Lucretia/ada-vscode) - Basic syntax highlighting for Ada and GPR.
+- [ada-utilities](https://github.com/Lucretia/ada-utilities) - VSCode extension Ada programmers which provides a few utility functions.
+
+## Deployment
+
+### Build and Package
+- [alire](https://github.com/alire-project/alire) - A catalog of ready-to-use Ada libraries plus a command-line tool (alr) to obtain, compile, and incorporate them into your own projects. It aims to fulfill a similar role to Rust's cargo or OCaml's opam.
+- [alr2appimage](https://github.com/mgrojo/alr2appimage) - A tool for automatically creating an AppImage executable from an Alire crate.
+- [aura](https://github.com/annexi-strayline/AURA) - An integrated build and source/package management tool with a more hands-on versioning approach. Alternative to alire and gprbuild. Optimized for CI/CD pipelines.
+- [gprbuild](https://github.com/AdaCore/gprbuild) - Adacore multi-language software build tool.
+- [ravenadm](https://github.com/jrmarino/ravenadm) - Administration tool for Ravenports http://www.ravenports.com.
+- [synth](https://github.com/jrmarino/synth) - Next D/Ports build tool for live systems (Alternative for Portmaster and Portupgrade tools).
+- [ada4cmake](https://github.com/mosteo/ada4cmake) - CMake macros for simple gnat project inclusion.
+- [cmake-ada-offa](https://github.com/offa/cmake-ada) - Ada language support for CMake.
+- [cmake-ada-cho3](https://github.com/cho3/cmake-ada) - CMake language support for Ada, fork of [plplot]'s cross-platform support code.
+
+### Continuous Integration
+- [continuous-verification](https://github.com/jklmnn/continuous-verification) - SPARK formal verification automated with Travis CI.
+- [ada-actions](https://github.com/ada-actions/toolchain) - Ada Toolchains for GitHub Actions.
+- [porion](https://gitlab.com/stcarrez/porion) - Continuous integration server and agent that helps automate the building, testing and deployment.
+
+## Runtimes
+- [bb-runtimes](https://github.com/AdaCore/bb-runtimes) - GNAT bare metal board support package (BSP).
+- [avr-ada](https://sourceforge.net/projects/avr-ada) - GNAT for 8-bit AVR microcontrollers.
+- [ada-runtime](https://github.com/Componolit/ada-runtime) - A downsized Ada runtime which can be adapted to different platforms.
+- [cortex-gnat-rts](https://github.com/simonjwright/cortex-gnat-rts) - This package includes GNAT Ada Run Time Systems (RTSs) based on FreeRTOS and targeted at boards with Cortex-M0, M3, -M4, -M4F MCUs.
+- [adawebpack](https://github.com/godunko/adawebpack) - GNAT RTL for WASM and bindings for Web API.
+
+[ada-runtime]: https://github.com/Componolit/ada-runtime
+[adawebpack]: https://github.com/godunko/adawebpack
+
+## OS and Kernels
+- [m2os](https://m2os.unican.es/) - RTOS with simple tasking support for small microcontrollers.
+- [marte-os](https://marte.unican.es/) - MaRTE OS is a Hard Real-Time Operating System for embedded applications that follows the Minimal Real-Time POSIX.13 subset. It provides an easy to use and controlled environment to develop Multi-Thread Real-Time applications.
+- [muen](https://muen.codelabs.ch/) - An x86/64 Separation Kernel for High Assurance.
+- [ewok](https://github.com/wookey-project/ewok-kernel) - EwoK is a microkernel targeting micro-controllers and embedded systems.
+- [bare-bones](https://github.com/Lucretia/bare_bones) - An Ada port of the [osdev.org](https://wiki.osdev.org/Ada_Bare_bones) minimal 32-bit x86 kernel.
+- [lovelace-os](https://sourceforge.net/projects/lovelaceos/) - Lovelace is an effort to write a Unix like operating system using the Ada 2012 language.
+- [ada-kalinda-os](https://sourceforge.net/projects/sx-ada-kalinda/) - Ada KALINDA is a sort of Mac Plus like OS written in Ada95.
+- [cxos](https://github.com/ajxs/cxos) - Ada Operating System development example.
+- [havk](https://github.com/RavSS/HAVK) - x86-64 security-focused OS being created with SPARK.
+- [cubit](https://github.com/docandrew/CuBit) - CuBitOS is a multi-processor, 64-bit, (partially) formally-verified, general-purpose operating system, currently for the x86-64 architecture.
+- [ironclad](https://ironclad.nongnu.org/) - A kernel for several architectures striving for POSIX compatibility, used on several distributions like [Gloire](https://github.com/streaksu/Gloire).
+- [hirtos](https://github.com/jgrivera67/HiRTOS) - A high-integrity RTOS written in SPARK Ada.
+
+## Games
+- [steamsky](https://github.com/thindil/steamsky) - Roguelike in sky with a steampunk setting.
+- [unity-ada-tetris](https://blog.adacore.com/unity-ada) - Tetris, in Ada, for the Unity game engine.
+- [tictactoe](https://github.com/AdaCore/tictactoe) - A tictactoe game written and proven in SPARK/Ada.
+- [ada-gate](https://github.com/fastrgv/AdaGate) - AdaGate is a first-person 3D sokoban puzzle game within a Stargate / Portal fantasy setting for Windows, OS-X and Linux.
+- [rufas-cube](https://github.com/fastrgv/RufasCube) - RufasCube is a puzzle game for Windows, OS-X and GNU Linux (it looks like a rubic cube but it's a slider, not a twister).
+- [ada-venture](https://github.com/fastrgv/AdaVenture) - AdaVenture is a kid-friendly retro point&click game with mazes, dragons, bats & snakes.
+- [co-terminal-apps](https://github.com/fastrgv/CoTerminalApps) - Retro Games that run in a terminal on any platform.
+- [world-cup-sokerban](https://github.com/fastrgv/WorldCupSokerban) - This is a soccer-themed, 3D sokoban puzzle game that runs on Windows, Mac OS-X and GNU Linux.
+- [pasta](http://pasta.phyrama.com/) - Pasta! is a game of the "match-3" genre, implemented in [gnoga].
+- [buttons](https://github.com/andreacervetti/buttons) - A simple [gtkada] Button Mania game.
+- [mine-detector](https://github.com/jrcarter/Mine_Detector) - Mine Detector: a mine-finding game that never requires guessing.
+- [play-2048](https://github.com/mgrojo/play_2048) - Play 2048! is a clone of the popular 2048 game, implemented in Ada using [asfml] for graphics and [ada-toml] for saving state.
+- [bingada](https://github.com/jfuica/bingada) - Bingo application in [gtkada].
+- [civ-klon](https://github.com/HonkiTonk/Civ-Klon) - Civilization-style turn-based strategy game. Requires [asfml].
+- [eepers](https://github.com/tsoding/eepers) - A simple Turn-based Game in Ada (made with [raylib](https://github.com/raysan5/raylib)).
+
+## Frameworks
+
+### Components
+- [simple-components](http://www.dmitry-kazakov.de/ada/components.htm) - ASN.1, MQTT client and server/broker implementation, B-trees, Multiple connection TCP servers, Chebyshev series, Mutexes, Cryptography, Objects and handles to, Doubly-linked webs and lists, ODBC bindings, Blackboards (lock-free), OpenSSL bindings, ELV/eQ-3 MAX! client implementation, Parsers, Events (plain, pulse, array of), Persistent objects and handles to, GNUTLS bindings, Persistent storage and handles to, Graphs (directed, weighted, acyclic, trees), Pools, HTTP implementation, Sets and maps, FIFO (lock-free), SMTP client implementation, IEEE 754, SQLite bindings, Inter-process communication, Stacks, Interfacing Julia language, Streams, JSON, Strings editing, LDAP, Tables (maps of strings), MODBUS client implementation, Unbounded arrays.
+- [ada-util](https://github.com/stcarrez/ada-util/) - A logging framework close to Java log4j framework, support for properties, serialization/deserialization framework for XML/JSON/CSV, Ada beans framework, encoding/decoding framework (Base16, Base64, SHA, HMAC-SHA), a composing stream framework (raw, files, buffers, pipes, sockets), several concurrency tools (reference counters, counters, pools, fifos, arrays), process creation and pipes, support for loading shared libraries (on Windows or Unix), HTTP client library on top of CURL or AWS.
+- [gnatcoll-core](https://github.com/AdaCore/gnatcoll-core) - This is the core module of the GNAT Components Collection.
+- [gnatcoll-bindings](https://github.com/AdaCore/gnatcoll-bindings) - This is the bindings module of the GNAT Components Collection.
+- [gnatcoll-db](https://github.com/AdaCore/gnatcoll-db) - This is the DB module of the GNAT Components Collection.
+- [gnatcoll-json](https://github.com/persan/gnatcoll-json) - This is a set of helpers for writing JSON-intefaces it contains JSON parses for most of the Ada runtime components.
+- [gneiss](https://github.com/Componolit/gneiss) - Gneiss is an interface collection to be used with applications for component based systems. It aims to be easily portable/platform independent and is compatible with the [ada-runtime].
+- [lace](https://github.com/charlie5/lace) - A set of Ada components to allow 3D simulations, games and GUI's in Ada.
+- [asap](https://github.com/annexi-strayline/ASAP) - A set of general libraries and thick bindings for use with the AURA package management/build tool. Includes TCP, TLS, HTTP, a high-performance JSON parser/generator, and a formally verified (SPARK) UTF-8 stream decoder.
+
+### Distributed
+- [poly-orb](https://github.com/AdaCore/PolyORB) - PolyORB provides a uniform solution to build distributed applications relying either on middleware standards.
+
+### Graphical User Interface
+- [gnoga](https://sourceforge.net/projects/gnoga/) - The GNU Omnificent GUI for Ada.
+- [gwindows](https://github.com/zertovitch/gwindows) - GNU Ada Visual Interface.
+- [claw](http://www.rrsoftware.com/html/prodinf/claw/claw.htm) - CLAW, a High Level, Portable, Ada 95 Binding for Microsoft Windows.
+- [gtkada](https://github.com/AdaCore/gtkada) - Ada graphical toolkit based on Gtk3 components.
+- [qt-ada](https://r3fowwcolhrzycn2yzlzzw.on.drv.tw/AdaStudio/qt6ada/qt6ada.html) - Ada-2012 port to Qt 6 framework.
+- [vtk-ada](https://r3fowwcolhrzycn2yzlzzw.on.drv.tw/AdaStudio/vtkada/vtkada.html) - Ada-2012 port to VTK 8.1 (Visualization Toolkit).
+- [fltk-ada](http://jedbarber.id.au/fltkada.xhtml) - Ada-2012 binding to FLTK (Fast Light Toolkit).
+- [ada-gui](https://github.com/jrcarter/Ada_GUI) - GUI implemented on its own task, so it doesn't require that its client give up a thread of control. Derived from [gnoga].
+- [adawebui](https://github.com/godunko/adawebui) - GUI based on [adawebpack].
+- [imgui-ada](https://github.com/Cre8or/ImGui-Ada) - Ada binding of the ImGui library.
+
+[gnoga]: https://sourceforge.net/projects/gnoga/
+[gtkada]: https://github.com/AdaCore/gtkada
+
+### Terminal User Interface
+
+- [curses](https://github.com/annexi-strayline/Curses) - Advanced UNIX Terminal UI Ada Binding Package.
+- [ncurses-ada95](https://invisible-island.net/ncurses/ncurses-Ada95.html) - Ada95 bindings for ncurses.
+- [linenoise-ada](https://git.sr.ht/~nytpu/linenoise-ada) - Bindings to the Linenoise line-editing library (patched to support UTF-8).
+- [areadline](https://github.com/samueltardieu/areadline) - Ada binding to the readline library.
+
+### 3D
+- [globe-3d](https://github.com/zertovitch/globe-3d) - GL Object Based Engine for 3D.
+- [engine-3d](https://github.com/zertovitch/engine-3d) - A 3D engine for DOS-talgics.
+- [ada-ogl](https://github.com/JulianSchutsch/AdaOGL) - Ada OpenGL Framework.
+- [ada-doom-3](https://github.com/AdaDoom3/AdaDoom3) - Id Software's Id-tech-4-BFG in the Ada programming language.
+
+### Database
+- [ada-ado](https://github.com/stcarrez/ada-ado) - Ada Database Objects is an Ada05 library that provides object relational mapping to access a database in Ada05. The library supports Postgresql, MySQL, SQLite as databases. Most of the concepts developped for ADO come from the Java Hibernate ORM.
+- [ada-base](https://github.com/jrmarino/AdaBase) - Thick database bindings to MySQL, PostgreSQL and SQLite for Ada.
+- [apq-base](http://www.ravenports.com/catalog/bucket_F2/apq-base/standard/) - APQ is a database interface library written in Ada95.
+
+### Web
+- [aws](https://github.com/AdaCore/aws) - AWS is a complete framework to develop Web based applications in Ada.
+- [awa](https://github.com/stcarrez/ada-awa) - Ada Web Application is a framework to build a Web Application in Ada 2012. The framework provides several ready to use and extendable modules that are common to many web application. This includes the login, authentication, users, permissions, managing comments, tags, votes, documents, images.
+ - [dynamo](https://github.com/stcarrez/dynamo) - Code generator used to generate an Ada Web Application or database mappings from hibernate-like XML description, YAML doctrine model or UML models.
+ - [ada-wiki](https://github.com/stcarrez/ada-wiki) - Ada Wiki is a small library that provides a Wiki engine.
+ - [ada-security](https://github.com/stcarrez/ada-security) - OAuth 2.0 client and server framework to secure web applications.
+ - [ada-el](https://github.com/stcarrez/ada-el) - This library provides the support for a simple Expression Language close to the Java Unified Expression Language (EL).
+ - [ada-asf](https://github.com/stcarrez/ada-asf) - Ada Server Faces allows to create web applications using the same pattern as the Java Server Faces (See JSR 252, JSR 314 and JSR 344).
+ - [ada-servlet](https://github.com/stcarrez/ada-servlet) - Ada Servlet allows to create web applications using the same pattern as the Java Servlet (See JSR 154, JSR 315).
+- [swagger-ada](https://github.com/stcarrez/swagger-ada) - Ada support for Swagger codegen: OpenAPI Generator is a code generator that supports generation of API client libraries, server stubs and documentation automatically given an OpenAPI Spec.
+- [ews](https://github.com/simonjwright/ews) - Embedded Web Server is a web server construction kit, designed for embedded applications using the GNAT Ada compiler.
+- [matreshka](https://github.com/godunko/matreshka) - Matreshka is an Ada framework to develop information systems consisting of five major components: League, XML processor, Web framework, SQL access, and the Modeling framework.
+
+[matreshka]: https://github.com/godunko/matreshka
+
+### Unit Test, Testing
+- [ahven](http://ahven.stronglytyped.org/) - Ahven is a simple unit test library and framework for the Ada programming.
+language. It is loosely modelled after JUnit and some ideas from AUnit.
+- [aunit](https://github.com/AdaCore/aunit) - Ada unit testing framework.
+- [gnatbdd](https://github.com/briot/gnatbdd) - Behavior Driven Development in Ada.
+- [scripted-testing](https://github.com/simonjwright/scripted_testing) - Supports functional testing using Tcl scripts.
+
+### Logging
+- [alog](https://www.codelabs.ch/alog/) - Alog is a stackable logging framework for Ada.
+
+### Machine Learning
+- [fuzzyml](https://sourceforge.net/projects/fuzzyml/) - Fuzzy machine learning framework.
+
+### Automation
+- [aicwl](http://www.dmitry-kazakov.de/ada/aicwl.htm) - Collection of packages provided for design of high-quality industrial control widgets for Ada applications.
+- [ada-for-automation](https://gitlab.com/ada-for-automation/ada-for-automation) - A4A is a framework for designing industrial automation applications using the Ada language.
+
+[aicwl]: http://www.dmitry-kazakov.de/ada/aicwl.htm
+
+## Tools
+
+### DevOps
+- [septum](https://github.com/pyjarrett/septum) - An interactive context-based text search tool for searching large codebases.
+- [powerjoular](https://github.com/joular/powerjoular) - PowerJoular allows monitoring power consumption of multiple platforms and processes.
+- [mat](https://github.com/stcarrez/mat) - MAT is a simple memory analysis tool intended to help understand where the memory is used in a program.
+
+### Verification
+- [gnat-coverage](https://github.com/AdaCore/gnatcoverage) - GNATcoverage is a tool to analyze and report program coverage.
+- [adacontrol](https://www.adalog.fr/en/adacontrol.html) - Ada constructs lint tool.
+- [spark-2014](https://github.com/AdaCore/spark2014/) - SPARK formal verification toolset.
+- [acats](https://github.com/simonjwright/ACATS) - The Ada Conformity Assessment Test Suite, customised for GCC.
+- [acats-grading](https://github.com/simonjwright/ACATS-grading) - Tools for grading ACATS results, modified for Unix-like systems.
+
+### Generation
+- [asn1scc](https://github.com/ttsiodras/asn1scc) - ASN1SCC: An open source ASN.1 generator to Ada type declarations and encoders/decoders.
+- [ocarina](https://github.com/OpenAADL/ocarina) - AADL model processor: mappings to Ada code; Petri Nets; scheduling tools (MAST, Cheddar); WCET; REAL.
+- [fmt](http://www.inspirel.com/fmt/) - Formal Methods Toolkit is a set of extension packages for Mathematica, supporting software. engineering activities related to modeling, verification and Ada code generation.
+- [automate](https://github.com/Blady-Com/Automate) - Finite-state machine generator.
+- [ajunitgen](https://github.com/mosteo/ajunitgen) - Generator of JUnit-compatible XML reports in Ada.
+- [record-flux](https://github.com/Componolit/RecordFlux) - RecordFlux: Toolset for the formal specification of messages and the generation of verifiable binary parsers and message generators in SPARK.
+- [resource-embedder](https://gitlab.com/stcarrez/resource-embedder) - Advanced Resource Embedder to embed files in binaries by producing C, Ada or Go source files.
+
+### UML
+- [ada-ml](https://github.com/rocher/AdaML) - Ada-tailored UML Modeling Language.
+- [coldframe](https://github.com/simonjwright/coldframe) - ColdFrame generates Ada framework code and documentation from UML models.
+- [umbrello](https://apps.kde.org/es/umbrello/) - Unified Modelling Language (UML) diagram program based on KDE Technology. Outputs Ada.
+
+### Encryption
+- [ada-keystore](https://github.com/stcarrez/ada-keystore) - Ada Keystore - protect your sensitive data with secure storage.
+
+## Libraries
+
+### Math
+- [math-packages](https://github.com/jscparker/math_packages) - Collection of basic math routines in Ada.
+- [mathpaqs](https://github.com/zertovitch/mathpaqs) - Mathpaqs is a collection of mathematical, 100% portable, packages in the Ada programming language.
+- [mandelbrot-ascii](https://github.com/mosteo/mandelbrot_ascii) - Mandelbrot renderer in "ASCII" (unicode actually, but text nonetheless).
+- [lalg](https://github.com/jhumphry/LALG) - Interface to dense linear algebra packages.
+- [geo-energy-math](https://github.com/pukpr/GeoEnergyMath) - Software libraries for solving models described in Mathematical GeoEnergy (Wiley, 2018).
+- [matrix-root](https://gitlab.com/mockturtle/matrix-root) - Compute the N-th root of a matrix.
+- [hungarian](https://github.com/mosteo/hungarian) - Ada binding to the fast Stachniss' Hungarian solver.
+
+### Science
+- [si](http://archive.adaic.com/tools/CKWG/Dimension/SI.html) - SI units checked and unchecked.
+- [units-of-measurement](http://www.dmitry-kazakov.de/ada/units.htm) - Library to manage units of measurement with dimension checking.
+- [si_units](https://github.com/HeisenbugLtd/si_units) - Utility library to pretty print physical values in proper metric units.
+
+### Algorithms, Containers and Protocols
+- [ada-language-server](https://github.com/AdaCore/ada_language_server) - Adacore server implemention of the the Microsoft Language Protocol for Ada and SPARK.
+- [ada-lsp](https://github.com/reznikmm/ada-lsp) - Language Server Protocol for Ada.
+- [ada-lsp-client](https://github.com/Alex-Gamper/Ada-LanguageServer) - Prototype implementation of LSP client - Visual Studio 2017.
+- [ada-traits-containers](https://github.com/AdaCore/ada-traits-containers) - Generic Ada Library for Algorithms and Containers.
+- [dequesterity](https://sourceforge.net/projects/dequesterity/) - Deque/buffer generics that consist of building blocks that may be combined in various ways to create higher abstraction buffers.
+- [pragmarc](https://github.com/jrcarter/PragmARC) - PragmAda Reusable Components (PragmARCs) from PragmAda S/W Engineering.
+- [booch95](https://sourceforge.net/projects/booch95/) - The Ada 95 Booch components are a port of Grady Booch's C++ components.
+- [ada-id](https://github.com/anthony-arnold/AdaID) - Simple Ada library for generating UUIDs.
+- [ada-ga](https://github.com/frett27/Ada-GA) - Genetic Algorithm Implementation for Ada.
+- [ada-sodoku](https://github.com/frett27/Ada-Sodoku) - Small Library for Sodoku grid solving / finding.
+- [sl3p](https://github.com/jklmnn/sl3p) - Simple Layer 3 Protocol.
+- [smart-pointers](https://github.com/alire-project/smart_pointers) - A package providing a reference-counted access type Smart_Pointer.
+- [hungarian-algorithm](https://github.com/fastrgv/HungarianAlgorithm) - Hungarian Algorithm implementation in Ada.
+- [sal](https://www.stephe-leake.org/ada/sal.html) - SAL (Stephe's Ada Library).
+- [nb-ada](https://github.com/andgi/NBAda) - NBAda : An Ada library of lock-free data structures and algorithms.
+- [paraffin](https://sourceforge.net/projects/paraffin/) - A suite of Ada 2012 generics to facilitate iterative and recursive parallelism for multicore systems.
+- [deepend](https://sourceforge.net/projects/deepend/) - Deepend is a storage pool with subpool capabilities for Ada 2012, Ada 2005, and Ada 95.
+- [charles](https://web.archive.org/web/20161207211935/https://home.earthlink.net/~matthewjheaney/charles/) - Charles is an Ada 95 container library, precursor to Ada 2005+ standard containers.
+- [simple-blockchain](https://github.com/tomekw/simple_blockchain) - Simple blockchain in Ada.
+- [adagio](https://github.com/mosteo/adagio) - Gnutella2 (G2) network server leaf.
+- [agpl](https://github.com/mosteo/agpl) - Ada General Purpose Library (Miscellaneous utilities, with a robotic flavor).
+- [az3](https://github.com/Componolit/AZ3) - Ada binding for Z3.
+- [chests](https://github.com/JeremyGrosser/chests) - Chests are bounded containers.
+
+[ada-language-server]: https://github.com/AdaCore/ada_language_server
+
+### Cryptography
+- [threefish](https://github.com/jrcarter/Threefish) - Ada Implementation of the Threefish-256 Encryption Algorithm.
+- [fletcher](https://github.com/darkestkhan/fletcher) - Trivial implementation of fletcher_16 checksum computation algorithm.
+- [base58-ada](https://github.com/MichaelAllenHardeman/base58_ada) - Base58 encoding and decoding in Ada.
+- [ada-crypto-library](https://github.com/cforler/Ada-Crypto-Library) - This is a crypto library for Ada with a nice API and is written for the i386 and x86_64 hardware architecture.
+- [libsparkcrypto](https://github.com/Componolit/libsparkcrypto) - A cryptographic library implemented in SPARK.
+- [sip-hash](https://github.com/grim7reaper/SipHash) - A pure Ada implementation of the SipHash PRF.
+- [libkeccak](https://github.com/damaki/libkeccak) - A SPARK implementation of the Keccak family of sponge functions and related constructions.
+- [ascon-spark](https://github.com/jhumphry/Ascon_SPARK) - Ada/SPARK implementation of the Ascon Authenticated Encryption with Additional Data Algorithm.
+- [spark-sip-hash](https://github.com/jhumphry/SPARK_SipHash) - Ada/SPARK implementation of the SipHash keyed hash function.
+- [spark-norx](https://github.com/jhumphry/SPARK_NORX) - Ada/SPARK implementation of the NORX Authenticated Encryption with Additional Data Algorithm.
+- [spark-nacl](https://github.com/rod-chapman/SPARKNaCl) - SPARK 2014 re-implementation of the TweetNaCl crypto library.
+- [stotp](https://github.com/jklmnn/STOTP) - Timed One-Time-Pad (RFC 6238) implementation in SPARK.
+- [xxhash-ada](https://github.com/lyarbean/xxhash-ada) - Extremely fast non-cryptographic Hash algorithm, xxhash is working at speeds close to RAM limits.
+- [libsodium-ada](https://github.com/jrmarino/libsodium-ada) - A secure cryptographic library (libsodium for Ada).
+- [ada-libsecret](https://github.com/stcarrez/ada-libsecret) - Ada Binding for the libsecret library.
+- [blake2s](https://github.com/lkujaw/blake2s) - SPARK83 implementation of the BLAKE2s hash function.
+
+### Compression
+- [zip-ada](https://github.com/zertovitch/zip-ada) - Zip-Ada is a programming library for dealing with the Zip compressed archive file format.
+- [ada-lzma](https://github.com/stcarrez/ada-lzma) - Ada binding for liblzma compression library.
+- [dcf-ada](https://github.com/onox/dcf-ada) - An Ada 2012 library for document container files (Based on [zip-ada]).
+
+[zip-ada]: https://github.com/zertovitch/zip-ada
+
+### Patterns
+- [ada-promises](https://github.com/briot/Ada-promises) - Implementing promises in Ada. Type-safe, efficient, thread-safe.
+- [reqrep-task-pools](https://github.com/jhumphry/Reqrep_Task_Pools) - Task pool system for jobs.
+- [rxada](https://github.com/mosteo/rxada) - An Ada 2012 implementation of the Rx methodology.
+
+### System Modeling
+- [ada-fuzzy](https://github.com/briot/adafuzzy) - A fuzzy inference system library for Ada.
+- [radalib](https://github.com/sergio-gomez/Radalib) - Ada library and tools for the analysis of Complex Networks and more.
+
+### Parsers, Scanners, Linters, Analysers, Interpreters and Prettyprinters
+- [libadalang](https://github.com/AdaCore/libadalang/) - Libadalang is a library for parsing and semantic analysis of Ada code. It is meant as a building block for integration into other tools (IDE, static analyzers, etc).
+- [aflex-ayacc](https://blog.vacs.fr/vacs/blogs/post.html?post=2021/12/18/Aflex-1.5-and-Ayacc-1.3.0) - Ada scanner and parser generators.
+- [wisitoken](https://stephe-leake.org/ada/wisitoken.html) - WisiToken is an LALR, LR1, and Packrat parser generator and run-time.
+- [gela](https://github.com/reznikmm/gela) - Ada code analyzer.
+- [anagram](https://github.com/reznikmm/anagram) - Grammar handling and parser generation Ada library.
+- [ada-pretty](https://github.com/reznikmm/ada-pretty) - Pretty printing library for Ada.
+- [increment](https://github.com/reznikmm/increment) - Incremental analysis in Ada.
+- [parse-args](https://github.com/jhumphry/parse_args) - Simple command-line argument parsing.
+- [aforth](https://github.com/samueltardieu/aforth) - Embeddable Forth interpreter written in Ada.
+- [parser-tools](https://github.com/flyx/ParserTools) - Tools for writing lexers / parsers in Ada.
+- [xia](https://github.com/simonjwright/xia) - An Ada implementation of XPath 1.0.
+
+### Format Readers, Writers and Checkers
+- [ini-files](https://github.com/zertovitch/ini-files) - The Ini file manager consists of a package, Config, which can read and modify informations from various configuration files known as "ini" files.
+- [protobuf-ada](https://github.com/persan/protobuf-ada) - Experimental Ada code generation support for Google Protocol Buffers.
+- [protobuf](https://github.com/reznikmm/protobuf) - A Google Protocol Buffers implementation in Ada, using [matreshka].
+- [ada-yaml](https://github.com/yaml/AdaYaml) - Experimental YAML 1.3 implementation in Ada.
+- [json-ada](https://github.com/onox/json-ada) - An Ada 2012 library for parsing JSON.
+- [jwx](https://github.com/Componolit/jwx) - A formally verified JSON library in SPARK.
+- [xmlada](https://github.com/AdaCore/xmlada) - The XML/Ada toolkit.
+- [xml-ez-out](https://github.com/alire-project/xmlezout) - Library for emitting XML from Ada programs.
+- [spark-xml](https://github.com/Componolit/SXML) - A formally verified XML library in SPARK.
+- [excel-writer](https://github.com/zertovitch/excel-writer) - Create Excel files with basic formats.
+- [generic-image-decoder](https://github.com/zertovitch/gid) - Multi-format image decoder library for Ada.
+- [ada-pdf-writer](https://github.com/zertovitch/ada-pdf-writer) - Ada package for producing easily and automatically PDF files, from an Ada program, with text, vector graphics, images (JPEG).
+- [ada-midi](https://github.com/frett27/Ada-Midi) - Implementation of Midi / MidiFile reading and writing.
+- [ada-bar-codes](https://github.com/zertovitch/ada-bar-codes) - Ada Bar Codes provides a package for generating various types of bar codes (1D, or 2D like QR codes) on different output formats, such as PDF or SVG.
+- [ada-bin2asc](https://github.com/jhumphry/Ada_BinToAsc) - Various binary-to-ASCII codecs such as Base64.
+- [abf-io](https://github.com/gerr135/abf_io) - A library of access routines to Axon's ABF file format (electrophysiology, most common) in Ada.
+- [ada-toml](https://github.com/pmderodat/ada-toml) - TOML parser for Ada.
+- [uri-ada](https://git.sr.ht/~nytpu/uri-ada) - URI and MIME parser & manipulation library.
+- [ada-libmagic](https://gitlab.com/stcarrez/ada-libmagic) - Magic Number Recognition Library Ada binding (libmagic (3)).
+
+[ada-toml]: https://github.com/pmderodat/ada-toml
+
+### Networking and Communication Middleware
+- [anet](https://www.codelabs.ch/anet/) - Anet is a networking library for the Ada programming language.
+- [adhcp](https://codelabs.ch/adhcp/index.html) - ADHCP is an implementation of the DHCP protocol in Ada.
+- [adasockets](https://github.com/samueltardieu/adasockets) - IPv4 socket library (TCP, UDP, and multicast).
+- [dbus-ada](https://codelabs.ch/dbus-ada/index.html) - The D_Bus/Ada library provides an Ada binding to the D-Bus message bus system.
+- [zeromq-ada](https://github.com/persan/zeromq-Ada.git) - Binding to the ZeroMQ comunications-library.
+- [tomi-4-ada](https://sourceforge.net/projects/tomi4ada) - Wrappers for various client/server and pub/sub messaging protocols (AMQP, STOMP and ZeroMQ), focusing exclusively on text message communications.
+- [mosquitto-ada](https://github.com/persan/mosquitto-ada) - Binding for the MQTT broker Mosquitto.
+- [tlsada](https://git.sr.ht/~nytpu/tlsada) - Bindings to the libtls TLS/SSL library.
+- [kafka-ada](https://github.com/Latence-Technologies/Kafka-Ada) - Binding for the C librdkafka library, allows sending and receiving from a Kafka bus.
+- [adare-net](https://gitlab.com/daresoft/network/adare_net) - This is a small, portable and easy to use Ada network lib. It supports ipv4 ipv6 udp and tcp, and can 'listen' with ipv6, too.
+- [pcsc-ada](https://www.codelabs.ch/pcscada) - PCSC/Ada provides a thick Ada binding to PC/SC-middleware. The library allows programs written in Ada to communicate with smart cards using the SCard API.
+
+### Chatting and Communication
+- [axmpp](https://github.com/coopht/axmpp) - With the AXMPP library you can connect to a Jabber server to send and receive messages.
+- [weechat-ada](https://github.com/onox/weechat-ada) - Ada 2012 library for WeeChat plug-ins.
+- [weechat-canberra](https://github.com/onox/weechat-canberra) - A WeeChat plug-in written in Ada 2012 that plays sounds using Canberra.
+- [weechat-emoji](https://github.com/onox/weechat-emoji) - A WeeChat plug-in written in Ada 2012 that displays emoji.
+
+### Web
+- [template-parser](https://github.com/AdaCore/templates-parser) - AWS templates engine.
+
+[template-parser]: https://github.com/AdaCore/templates-parser
+
+### Graphics and Multimedia
+- [orka](https://github.com/onox/orka) - The OpenGL 4.6 Rendering Kernel in Ada 2012.
+- [opengl-ada](https://github.com/flyx/OpenGLAda) - Thick Ada binding for OpenGL and GLFW.
+- [adagl](https://github.com/godunko/adagl) - Multiplatform Ada/OpenGL bindings (ported to native/OpenGL, A2JS/WebGL and WASM/WebGL).
+- [sdlada](https://github.com/Lucretia/sdlada) - Ada 2012 bindings to SDL 2.
+- [ada-nanovg](https://github.com/raph-amiard/ada-nanovg) - Ada bindings to NanoVG.
+- [free-type-ada](https://github.com/flyx/FreeTypeAda) - FreeType binding for Ada 2005.
+- [asfml](https://github.com/mgrojo/ASFML) - Ada binding to the Simple and Fast Multimedia Library.
+- [plplot](https://sourceforge.net/projects/plplot/) - Cross-platform, scientific graphics plotting library, including an Ada binding.
+- [vulkada](https://phasercat.com/vulkada/) - A complete Vulkan 1.1 thick binding for Ada 2012.
+
+[asfml]: https://github.com/mgrojo/ASFML
+[plplot]: https://sourceforge.net/projects/plplot/
+
+
+### General Purpose Computing
+- [cuda](https://github.com/AdaCore/cuda) - CUDA support from AdaCore.
+- [cuda-ada](https://codelabs.ch/cuda-ada/index.html) - CUDA/Ada is an Ada binding to NVIDIA's CUDA parallel computing platform and programming model.
+- [opencl-ada](https://github.com/flyx/OpenCLAda) - An Ada binding for the OpenCL host API.
+- [boehmgc-ada](https://github.com/ytomino/boehmgc-ada) - Ada binding to the Boehm-Demers-Weiser conservative garbage collector.
+- [ada-bfd](https://github.com/stcarrez/ada-bfd) - An Ada binding for the GNU Binutils BFD library. It allows to read binary ELF, COFF files by using the GNU BFD.
+
+### Sound
+- [opus-ada](https://github.com/onox/opus-ada) - Ada 2012 bindings for the Opus audio codec.
+- [canberra-ada](https://github.com/onox/canberra-ada) - Ada 2012 bindings for libcanberra, an implementation of the XDG Sound Theme and Name Specifications.
+- [ada-soundio](https://github.com/raph-amiard/ada-soundio) - Ada bindings for libsoundio.
+- [oto](https://github.com/darkestkhan/oto) - Ada binding to OpenAL which tries to mimic original API while using Ada types.
+- [coreland-openal-ada](https://github.com/io7m/coreland-openal-ada) - Ada binding to OpenAL.
+- [ada-synthetizer](https://github.com/frett27/Ada-Synthetizer) - Sound Synthetizer Library implemented in Ada.
+- [scala](https://www.huygens-fokker.org/scala) - Scala is a powerful software tool for experimentation with musical tunings, such as just intonation scales, equal and historical temperaments, microtonal and macrotonal scales, and non-Western scales.
+- [portable-openal-sound](https://github.com/fastrgv/portable-openal-sound) - A linux-sound-playing package for Ada apps that can asynchronously start and stop music loops, as well as initiate transient sounds.
+- [adaogg](https://phasercat.com/adaogg/) - Complete thin interface layer that brings the Ogg, Vorbis, and Theora libraries to the Ada 2012 programming language.
+
+### Localization
+- [zanyblue](https://sourceforge.net/projects/zanyblue/) - An Ada package allowing the externalization of application messages into a properties file.
+- [ada-intl](https://gitlab.com/stcarrez/ada-intl) - NLS thin Ada binding (gettext (3), textdomain (3), bindtextdomain (3)).
+
+### Utilities
+- [auto-counters](https://github.com/jhumphry/auto_counters) - Reference counting approaches to resource management.
+- [a-stream-tools](https://github.com/persan/a-stream-tools.git) - Stream utilities for Ada2005 and 2012.
+- [ssprep](https://github.com/persan/ssprep.git) - An extensible template engine akin to jinja but using [template-parser] and intended for command line usage.
+- [licensing](https://github.com/mosteo/licensing) - Open Source Licenses library for Ada.
+- [simple-logging](https://github.com/alire-project/simple_logging) - Easy to use logging facilities for output to console in Ada programs.
+- [rsfile](https://github.com/mosteo/rsfile) - Command-line utility that picks a file from a folder hierarchy with probability proportional to its size.
+- [cstrings](https://github.com/mosteo/cstrings) - Convenience subprograms to interact with C strings.
+- [cvsweb2git](https://github.com/reznikmm/cvsweb2git) - Tool to imports CVS repository shared on Ada Conformity Assessment Authority into the Git repository.
+- [ada-bundler](https://github.com/flyx/ada-bundler) - Library and tool for transparently handling data and configuration file access in an Ada application. Supports macOS, Linux and Windows.
+- [macos-sdks-vs-gcc](https://github.com/simonjwright/macos-sdks-vs-gcc) - Provides GCC 'specs' files to cope with SDK policy changes.
+- [ux-strings](https://github.com/Blady-Com/UXStrings) - Unicode extended strings.
+- [getopt-ada](https://git.sr.ht/~nytpu/getopt-ada) - Portable implementation of getopt(3) in Ada.
+
+### Robotics
+- [rclada](https://github.com/ada-ros/rclada) - Ada client library for ROS2/RCL.
+- [player-ada](https://github.com/mosteo/player-ada) - Ada bindings for the player robotic platform.
+
+### Linux and POSIX
+- [florist](https://www.cs.fsu.edu/~baker/florist.html) - POSIX Ada binding, IEEE Standards 1003.5(b,c).
+- [wposix](https://github.com/AdaCore/wposix) - Ada Windows POSIX binding.
+- [ada-v4l2](https://github.com/frett27/AdaV4L2) - Ada Posix Binding to Video 4 Linux, used for RPI.
+- [inotify-ada](https://github.com/onox/inotify-ada) - An Ada 2012 library for monitoring filesystem events using Linux' inotify API.
+- [dl-ada](https://github.com/mosteo/dl-ada) - Minimal binding to libdl.
+- [suid-helper](https://gitlab.com/mockturtle/suid-helper) - Small Ada library that helps in writing safer suid programs.
+
+### Windows and .NET
+- [win32ada](https://github.com/AdaCore/win32ada) - Ada API to the Windows library.
+- [ada-net-framework](https://github.com/Alex-Gamper/Ada-NetFramework) - Ada bindings to the Microsoft NetFramework Api.
+- [ada-winrt](https://github.com/Alex-Gamper/Ada-WinRT) - Ada bindings for the Microsft WinRT Api.
+- [ada-win32](https://github.com/Alex-Gamper/Ada-Win32) - Ada bindings for the Microsoft Win32 Api.
+
+### Bindings to Other Languages
+- [tcl-ada-shell](https://github.com/simonjwright/tcladashell) - Tcl Ada SHell (Tash) is an Ada binding to Tcl/Tk.
+- [tashy](https://github.com/thindil/tashy) - Tashy is short from Tcl Ada SHell Younger. It is derivate of Tash, focused mostly on Tk binding.
+- [tashy2](https://github.com/thindil/tashy2) - Tashy2 is short from Tcl Ada SHell Younger. It is derivate of Tashy, and aims to be more idiomatic and uses a more permisive license.
+- [ada-lua](https://github.com/AdaCore/ada-lua) - Ada binding for Lua.
+- [coreland-lua-ada](https://github.com/io7m/coreland-lua-ada) - Ada bindings to the Lua language.
+
+
+## Hardware and Embedded
+
+### Frameworks
+- [SweetAda](https://github.com/gabriele-galeotti/SweetAda) - A lightweight development framework whose purpose is the implementation of Ada-based software systems. It supports a plethora or CPU architectures and development boards.
+- [robotics-with-ada](https://github.com/AdaCore/Robotics_with_Ada) - Robotics with Ada, ARM, and Lego.
+- [adamant](https://github.com/lasp/adamant) - A component-based, model-driven framework for constructing reliable and reusable real-time software.
+
+### Firmwares
+- [certiflie](https://github.com/AdaCore/Certyflie) - Source code for the full Ada + SPARK Crazyflie 2.0 firmware.
+
+### Drivers
+- [ada-drivers-library](https://github.com/AdaCore/Ada_Drivers_Library) - Ada drivers for various MCU and sensors.
+- [em-brick](https://github.com/it-cosmos/emBRICK) - emBRICK driver and support for emBRICK in Ada.
+- [dw1000](https://github.com/damaki/DW1000) - Ada/SPARK driver for the DecaWave DW1000 ultra-wideband (UWB) radio chip.
+- [evb1000](https://github.com/damaki/EVB1000) - Ada/SPARK drivers to control the on-board peripherals of the DecaWave EVB1000 evaluation board.
+- [multiplexed-io](https://github.com/simonjwright/multiplexed-io) - This contains explorations, for AdaPilot, of implementing drivers for the AdaRacer MCU, using the Ravenscar profile of Ada 2012 from AdaCore and device bindings generated using SVD2Ada.
+
+### Controllers
+- [solenoid-engine-controller](https://github.com/Fabien-Chouteau/solenoid-engine-controller) - Software controller for solenoid engines (Ada/STM32F4).
+
+### Communication
+- [sensortile](https://github.com/morbos/STM32/tree/master/L/L476/sensortile) - This project shows how to initialize a SensorTile and how to send sensor data over BLE from a SensorTile to a suitable host.
+- [ada-enet](https://github.com/stcarrez/ada-enet) - Embedded network stack (Ethernet driver, IPv4, UDP, DNS, DHCP, NTP) for STM32F746 or STM32F769.
+
+### Libraries
+- [giza](https://github.com/Fabien-Chouteau/Giza) - Giza is trying to be a simple widget tool kit for embedded platforms.
+- [ada-synth-lib](https://github.com/raph-amiard/ada-synth-lib) - Simple audio synthesis library that can run on bareboard devices.
+- [geste](https://github.com/Fabien-Chouteau/GESTE) - GESTE is a sprite and tile 2D render engine designed to run on micro-controllers.
+- [sancta](https://github.com/mosteo/sancta) - SANCTA multi-robot task allocation library.
+- [stm32-ui](https://github.com/stcarrez/stm32-ui) - STM32 UI library and tools (graphs, images, 12 hour clock).
+- [ada-time](https://github.com/Fabien-Chouteau/Ada_Time) - Ada binding for the Pebble Time smartwatch.
+- [wiring-pi-ada](https://github.com/jklmnn/wiringPi-Ada) - Ada bindings for wiringPi.
+
+### Applications
+- [coffee-clock](https://github.com/Fabien-Chouteau/coffee-clock) - Waking up with a fresh cup of coffee.
+- [noise-nugget](https://github.com/Fabien-Chouteau/noise-nugget) - Square Inch Synthesizer.
+- [spark-railway-demo](https://github.com/Fabien-Chouteau/spark-railway-demo) - Simulated railway network in SPARK/Ada.
+- [micro-tem-pi](https://github.com/jklmnn/MicroTemPi) - Raspberry Pi using a BBC Micro:Bit as temperature sensor.
+- [wee-noise-maker](https://github.com/Fabien-Chouteau/Wee-Noise-Maker) - Wee Noise Maker is an open source pocket synthesizer.
+- [lunar-lander-rotation](https://github.com/AdaCore/Lunar_Lander_Rotation_Demo) - Program that interacts with the AdaFruit BNO055 breakout board in order to send orientation data to a host computer.
+- [railway-simulation](https://github.com/AdaCore/SPARK_Railway_Simulation_Demo) - Program simulating a railway network with trains, switches and signaling. The signaling system is proven with SPARK/Ada to ensure that trains cannot collide.
+- [etherscope](https://github.com/stcarrez/etherscope) - Ethernet traffic monitor on a STM32F746 board.
+
+### Generators
+- [svd2ada](https://github.com/AdaCore/svd2ada) - An Ada binding generator from SVD descriptions for bare board ARM devices.
+
+## Applications
+
+### Office
+- [azip](https://github.com/zertovitch/azip) - A free, portable Zip Archive Manager.
+- [texcad](https://github.com/zertovitch/texcad) - TeXCAD is a program for drawing or retouching {picture}s in LaTeX.
+- [cbsg](https://github.com/zertovitch/cbsg) - The Corporate Bullshit Generator.
+- [hunter](https://github.com/thindil/hunter) - Graphical ([gtkada]) file manager for Linux.
+
+### Mail
+- [trash-finder](http://www.rrsoftware.com/html/prodinf/tf/tf-main.html) - Trash Finder is a mail filter that operates as a plugin for your mail server, providing filtering on dozens of criteria along with management of known good mail.
+
+### Web
+- [ironsides](https://ironsides.martincarlisle.com) - Authoritative DNS server verified by SPARK/Ada.
+- [wasabee](https://github.com/zertovitch/wasabee) - A Web browser with safety focus.
+- [yass](https://github.com/yet-another-static-site-generator/yass) - Yet Another Static Site Generator (like Jekyll or Hugo).
+
+### Multimedia
+- [ada-3ds](https://github.com/AdaDoom3/Ada3DS) - A simple 3DS Max model renderer.
+- [canta](https://sourceforge.net/projects/canta/) - A tool to help to sing in tune.
+
+### Automation
+- [acnc](https://github.com/Fabien-Chouteau/ACNC) - A G-code parser and CNC controller (in Ada).
+- [max-home-automation](https://sourceforge.net/projects/max-home-automation/) - [gtkada] application to manage ELV/eQ-3 MAX! cubes for home automation.
+- [ada4automation](https://www.ada4automation.org/) - A framework for designing industrial automation applications using the Ada language.
+
+### Simulation
+- [eagle-lander](https://github.com/Fabien-Chouteau/eagle-lander) - Apollo 11 lunar lander simulator ([gtkada]/Cairo).
+- [ghdl](https://github.com/ghdl/ghdl) - VHDL 2008/93/87 simulator.
+- [parallel-sim](https://github.com/JulianSchutsch/ParallelSim) - Distributed Simulation of Transport Networks.
+- [covid-19-simulator](https://github.com/ohenley/COVID-19_Simulator) - Multi engine/algorithms COVID-19 simulator. Ada, Qt code under the hood.
+- [mars-mpl](https://github.com/Jellix/mars_mpl) - Mars Polar Lander (Crash) Simulator ([gtkada], [aicwl]).
+- [doppler-effect-sample2](https://github.com/moriyasum/GtkAda_OpenAL_Doppler_Effect_Sample2) - Moving airplane causes Stereo Sound Doppler effect ([gtkada]).
+
+### Generators and Translators
+- [adabrowse](http://home.datacomm.ch/t_wolf/tw/ada95/adabrowse) - HTML generator for Ada95 library unit specs.
+- [pascal-to-ada](https://github.com/zertovitch/pascal-to-ada) - A Pascal to Ada translator.
+ - [tp7-ada-gtkada](https://github.com/Blady-Com/tp7ada-gtkada) - Implementation of Turbo Pascal 7.0 units with [gtkada].
+ - [tp7-ada-gnoga](https://github.com/Blady-Com/tp7ada-gnoga) - Implementation of Turbo Pascal 7.0 units with [gnoga].
+- [tiled-code-gen](https://github.com/Fabien-Chouteau/tiled-code-gen) - Code generator for Tiled the map editor.
+- [j2ada](https://github.com/Blady-Com/j2ada) - Translator for a Java valid source code in Ada source code.
+- [ada-magic](https://www.mapusoft.com/ada-to-c-changer/) - SofCheck AdaMagic is ACATS validated and certified Ada compiler targeting C and/or C++ (4 command line switches for fine tuning). ObjectAda and several other commercial compilers share engine with AdaMagic. MapuSoft distributes AdaMagic as integral component of AppCOE.
+- [cappulada](https://github.com/Componolit/Cappulada) - Ada binding generator for C++.
+- [asis2xml](https://github.com/simonjwright/asis2xml) - Converts Ada sources' ASIS representation to XML, so as to make it easier to develop reporting and transformational tools using (for example) XSLT.
+
+### Shells, Interpreters and Emulators
+- [sparforte](https://sparforte.com/) - SPARforte programming language is an Ada-like scripting language, previously known as business user shell (bush). Can be used as interactive UNIX shell replacement.
+- [gsh](https://github.com/AdaCore/gsh) - GSH is non interactive POSIX shell for Windows, aimed at GNU software builds. 2-3 times faster than Cygwin.
+- [gnatcoll-scripts-shell](https://github.com/AdaCore/gnatcoll-core/blob/master/src/gnatcoll-scripts-shell.ads) - GNATCOLL.Scripts.Shell is a simple embeddable scripting language, part of GNATCOLL Core.
+- [analytical-engine](https://github.com/simonjwright/analytical-engine) - An Ada 2012 emulation of Charles Babbage's Analytical Engine.
+- [a-shell](https://github.com/charlie5/aShell) - A component to aid in writing shell-like applications in Ada.
+- [dashera](https://github.com/SMerrony/dashera) - Data General DASHER terminal emulator using [gtkada].
+- [yotroc](https://github.com/docandrew/YOTROC) - Assembler/Emulator for a fictional CPU architecture. IDE implemented in [gtkada].
+
+### Programming Languages
+- [para-sail](http://parasail-lang.org/) - ParaSail is a highly parallel experimental language, similar to Go and Erlang. Originaly owned by SofCheck (now AdaCore), it is a test project to try new ideas. Expandable pointers is a sample feature that is about to be introduced to SPARK and Ada. There are in fact 4 experimental languages: ParaSail, Sparkel, Javallel, Parython, all sharing bytecode interpreter and LLVM engine.
+
+### Misc
+- [dhondt](https://github.com/simonjwright/dhondt) - Ada implementation of D'Hondt electoral result calculator.
+- [whitakers-words](https://github.com/mk270/whitakers-words) - William Whitaker's WORDS, a Latin dictionary.
+- [ada-chess](https://github.com/adachess/AdaChess) - Chess engine written in Ada.
+- [adage](https://github.com/atalii/adage) - An Ada/SPARK alternative to sudo and doas.
diff --git a/readmes/adafruitio b/readmes/adafruitio
new file mode 100644
index 0000000..3b8ef02
--- /dev/null
+++ b/readmes/adafruitio
@@ -0,0 +1,91 @@
+
+
+
+
+To the extent possible under law, [David Wikoff](https://github.com/derimagia) has waived all copyright and related or neighboring rights to this work.
+
+To the extent possible under law, [Daniel Pittman (SlippyCheeze)](https://github.com/slippycheeze) has waived all copyright and related or neighboring rights to this work.
diff --git a/readmes/algolia b/readmes/algolia
new file mode 100644
index 0000000..dbf2406
--- /dev/null
+++ b/readmes/algolia
@@ -0,0 +1,247 @@
+
+
+ 
+
+
+
+
+
+ 
+
+ 
+ 
](https://developer.amazon.com/alexa)
+
+> Curated list of awesome resources for the [Amazon Alexa](https://developer.amazon.com/alexa) platform.
+
+# Contents
+
+- [SDKs/Tools](#sdkstools)
+- [NPM Modules](#npm-modules)
+- [Skills](#skills)
+- [Boilerplates](#boilerplates)
+- [Prototyping](#prototyping)
+- [Analytics](#analytics)
+- [Utilities](#utilities)
+- [Monitoring](#monitoring)
+- [Newsletters](#newsletters)
+- [Podcasts](#podcasts)
+- [Blogs](#blogs)
+- [Books](#books)
+- [Tutorials](#tutorials)
+- [Videos](#videos)
+- [Courses](#videos)
+- [Communities](#communities)
+- [Influencers](#influencers)
+- [Conferences](#conferences)
+- [Jobs](#jobs)
+- [Easter Eggs](#easter-eggs)
+- [Fundraising](#fundraising)
+- [Contributing](#contributing)
+- [License](#license)
+
+## SDKs/Tools
+
+- [alexa-skills-kit-js](https://github.com/alexa/alexa-skills-kit-sdk-for-nodejs) - The Alexa Skills Kit SDK for Node.js helps you get a skill up and running quickly, letting you focus on skill logic instead of boilerplate code.
+- [jargon-sdk-nodejs](https://github.com/JargonInc/jargon-sdk-nodejs/tree/master/packages/alexa-skill-sdk) - The Jargon SDK makes it easy for skill developers to manage their runtime content and to support multiple languages from within their skill.
+- [AVS-server](https://github.com/miguelmota/AVS-server) - Node.js web server for interacting with the Alexa Voice Service.
+- [AVS-client](https://github.com/miguelmota/AVS-client) - Front-end application for interacting with Alexa Voice Service.
+- [SSMLOL](https://github.com/okofish/ssmlol) - MP3 file validator for Alexa SSML \
+
+ 
+
+
](https://www.ansible.com/)
+
+> A collaborative curated list of awesome Ansible resources, tools, Roles, tutorials and other related stuff.
+
+[Ansible](https://www.ansible.com/) is an open source toolkit, written in Python, it is used for configuration management, application deployment, continuous delivery, IT infrastructure automation and automation in general.
+
+## Contents
+
+- [Official resources](#official-resources)
+- [Community](#community)
+- [Tutorials](#tutorials)
+- [Books](#books)
+- [Videos](#videos)
+- [Tools](#tools)
+- [Blog posts and opinions](#blog-posts-and-opinions)
+- [Playbooks, Roles and Collections](#playbooks-roles-and-collections)
+- [Editor and IDE Integrations](#editor-and-ide-integrations)
+
+## Official resources
+
+> Official resources by and for Ansible.
+
+- [Latest Ansible Documentation](https://docs.ansible.com/ansible/latest/user_guide/index.html) - Latest user guide and documentation for Ansible.
+- [Ansible Galaxy Website](https://galaxy.ansible.com/) - Official repository and community site for Ansible Roles.
+- [Ansible Blog](https://www.ansible.com/blog) - Official Ansible blog.
+
+## Community
+
+> Places where to chat with the Ansible community
+
+- About code - [GitHub.com/ansible](https://github.com/ansible), [GitHub.com/ansible-collections](https://github.com/ansible-collections) and [GitHub.com/ansible-community](https://github.com/ansible-community).
+- [reddit.com/r/ansible](https://old.reddit.com/r/ansible/) - The Ansible subreddit.
+- [Discord](https://old.reddit.com/r/ansible/comments/jv5shj/ansible_discord_server_come_get_ansible_help_in/) - The Ansible discord.
+- [ansible.com/community](https://ansible.com/community) - Twitter, mailing lists, meetups and more.
+
+There are also many Ansible IRC channels on [libera.chat](https://libera.chat/) that are bridged to [Matrix](https://matrix.org/).
+You can find the full list and how to connect in the official documentation [documentation](https://docs.ansible.com/ansible/latest/community/communication.html) but here's a few:
+
+| IRC | Matrix | Topic |
+|--------------------|------------------------|----------------------------------------------------------------------------------|
+| #ansible | #users:ansible.com | General Ansible user support and discussion |
+| #ansible-devel | #devel:ansible.com | Developer discussions around code, bugs and features |
+| #ansible-community | #community:ansible.com | Community working group, wide range of topics including weekly meetings |
+| #ansible-docs | #docs:ansible.com | Documentation working group, discuss docs and participate in weekly meetings |
+| #ansible-devtools | #devtools:ansible.com | For devtools such as ansible-lint, molecule and the vscode plugin |
+| #ansible-awx | #awx:ansible.com | For the AWX open source project, upstream of Ansible Tower/Automation controller |
+| #ansible-network | #network:ansible.com | For general support and discussion around network automation with Ansible |
+| #ansible-fr | #francais:ansible.com | For discussion about Ansible in french |
+
+## Tutorials
+
+> Tutorials and courses to learn Ansible.
+
+- [How To Manage Remote Servers with Ansible](https://www.digitalocean.com/community/tutorial_series/how-to-manage-remote-servers-with-ansible) - This Tutorial goes over how to use Ansible to manage remote servers.
+- [Ansible Tutorial by leucos](https://github.com/leucos/ansible-tuto) - 12 Step Tutorial for Ansible.
+- [Programming Community Curated Resources for learning Ansible](https://hackr.io/tutorials/learn-ansible) - A list of recommended resources.
+- [Ansible TopTechSkills.com Tutorial Series on Ansible](https://www.toptechskills.com/ansible-tutorials-courses/) - Tutorials on how to Install and use Ansible.
+- [Official Ansible labs by Red Hat](https://ansible.github.io/workshops/exercises/ansible_rhel/) - Training Course for Ansible Automation Platform.
+- [Ansible Tutorials on DigitalOcean](https://www.digitalocean.com/community/tags/ansible?subtype=tutorial) - Basic tutorials on DigitalOcean.com.
+- [Ansible Tutorial by BlueBanquise team](http://bluebanquise.com/documentation/releases/1.5.0/training_ansible.html) - Basic Ansible tutorial.
+- [Ansible Tutorial for Beginners: Playbook & Examples](https://spacelift.io/blog/ansible-tutorial) - Introduction to Ansible for beginners.
+- [Ansible Tutorials for Beginners and Advanced](https://ansible.puzzle.ch/) - Workshop on multiple topics with different levels of difficulty.
+- [Ansible For DevOps](https://github.com/geerlingguy/ansible-for-devops) - This repository contains Ansible examples developed to support different sections of [Ansible for DevOps](https://www.ansiblefordevops.com), a book on Ansible by Jeff Geerling.
+
+## Books
+
+> Books about Ansible.
+
+- [Ansible for DevOps](https://www.ansiblefordevops.com/) - This book helps to start using Ansible to provision and manage anywhere from one to thousands of servers. Free sample can be read [here](https://leanpub.com/ansible-for-devops/read_sample).
+- [Ansible for Kubernetes](https://www.ansibleforkubernetes.com/) - Deploy and maintain real-world massively-scalable and high-available applications with Ansible.
+- [How To Manage Remote Servers with Ansible eBook](https://www.digitalocean.com/community/books/how-to-manage-remote-servers-with-ansible-ebook) - This book is based on the "How To Manage Remote Servers with Ansible" tutorial series.
+
+## Videos
+
+> Video tutorials and Ansible training.
+
+- [Ansible YouTube Channel](https://www.youtube.com/channel/UCPJo5UY1KsP7J1BuHmiWNzQ) - Official Ansible YouTube channel.
+- [Introduction to Ansible](https://youtu.be/iVWmbStE1MM) - Introduction to Ansible by Cloud Academy.
+- [Ansible 101 by Jeff Geerling](https://www.jeffgeerling.com/blog/2020/ansible-101-jeff-geerling-youtube-streaming-series) - Great video series on Ansible, by Jeff Geerling.
+- [Ansible TopTechSkills.com Tutorial Series on YouTube](https://www.youtube.com/playlist?list=PLMyOob-UkeytIleCbMlFfCzaunOh27hm6) - Video tutorials on Ansible.
+- [Ansible Essentials - Course](https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-automation-technical-overview) - Free Video Classroom on Ansible essentials by Red Hat.
+- [Complete Ansible Course 2020 by DevOps Journey](https://www.youtube.com/watch?v=KuiAiUyuDY4&list=PLnFWJCugpwfzTlIJ-JtuATD2MBBD7_m3u&index=1) - Free Video Course on Ansible including labs to follow along.
+- [Getting started with Ansible](https://youtube.com/playlist?list=PLT98CRl2KxKEUHie1m24-wkyHpEsa4Y70) - YouTube tutorial series by LearnLinuxTV.
+
+## Tools
+
+> Tools for and using Ansible.
+
+- [Automation Controller](https://www.ansible.com/products/controller) - Automation Controller (formerly Ansible Tower) by Red Hat helps you scale IT automation, manage complex deployments and speed productivity. Extend the power of Ansible to your entire team.
+- [AWX](https://github.com/ansible/awx) - AWX provides a web-based user interface, REST API, and task engine built on top of Ansible. It is the upstream project for Automation Controller, a commercial derivative of AWX.
+- [Ansible Lint](https://github.com/ansible/ansible-lint) - Checks Playbooks for best practices and behavior that could potentially be improved.
+- [Ansible Later](https://github.com/thegeeklab/ansible-later) - Another best practice scanner. Checks Playbooks and Roles for best practices and behavior that could potentially be improved.
+- [Ansible Doctor](https://github.com/thegeeklab/ansible-doctor) - Simple annotation like documentation generator for Ansible roles based on Jinja2 templates.
+- [Ansible cmdb](https://github.com/fboender/ansible-cmdb) - Takes the output of Ansible's fact gathering and converts it into a static HTML page.
+- [ARA](https://github.com/ansible-community/ara) - ARA Records Ansible playbooks and makes them easier to understand and troubleshoot with a reporting API, UI and CLI.
+- [Mitogen for Ansible](https://mitogen.networkgenomics.com/ansible_detailed.html) - Speed up Ansible substantially with Mitogen.
+- [Molecule](https://molecule.readthedocs.io/en/latest/) - Molecule aids in the development and testing of Ansible roles.
+- [Packer Ansible Provisioner](https://www.packer.io/plugins/provisioners/ansible/ansible-local) - This Provisioner can be used to automate VM Image creation via Packer with Ansible.
+- [Excel Ansible Inventory](https://github.com/KeyboardInterrupt/ansible_xlsx_inventory) - Turn any Excel Spreadsheet into an Ansible Inventory.
+- [terraform.py](https://github.com/mantl/terraform.py) - Ansible dynamic inventory script for parsing Terraform state files.
+- [ansible-navigator](https://github.com/ansible/ansible-navigator) - A text-based user interface (TUI) for Ansible.
+- [squest](https://hewlettpackard.github.io/squest/) - Self-service portal for Automation Controller job templates.
+- [ansible-bender](https://ansible-community.github.io/ansible-bender/build/html/index.html) - Tool which bends containers using Ansible playbooks and turns them into container images.
+- [ansible-runner](https://github.com/ansible/ansible-runner) - A tool and python library that helps when interfacing with Ansible directly or as part of another system whether that be through a container image interface, as a standalone tool, or as a Python module that can be imported.
+- [ansible-builder](https://ansible-builder.readthedocs.io/en/latest/) - Using Ansible content that depends on non-default dependencies can be tricky. Packages must be installed on each node, play nicely with other software installed on the host system, and be kept in sync.
+- [kics](https://github.com/Checkmarx/kics) - SAST Tool that scans your ansible infrastructure as code playbooks for security vulnverables, compliance issues and misconfigurations.
+- [php-ansible Library](https://github.com/maschmann/php-ansible) - OOP-Wrapper for Ansible, making Ansible available in PHP.
+- [TD4A](https://github.com/cidrblock/td4a) - Design aid for building and testing jinja2 templates, combines data in yaml format with a jinja2 template and render the output.
+- [Ansible Playbook Grapher](https://github.com/haidaraM/ansible-playbook-grapher) - Command line tool to create a graph representing your Ansible playbook plays, tasks and roles.
+- [ansible-doc-extractor](https://github.com/xlab-steampunk/ansible-doc-extractor) - A tool that extracts documentation from Ansible modules in the HTML form.
+- [Ansible Semaphore](https://github.com/ansible-semaphore/semaphore) - Ansible Semaphore is a modern UI for Ansible.
+- [Steampunk Spotter](https://steampunk.si/spotter/) - Provides an Assisted Automation Writing tool that analyzes and offers recommendations for your Ansible Playbooks.
+- [ansible-roster](https://gitlab.com/jlecomte/ansible/ansible-roster) - Ansible Roster inventory plugin to generate inventory from a host oriented yaml file. Supports ranges, regex hostnames, file inclusions, and variable merging.
+- [Monkeyble](https://hewlettpackard.github.io/monkeyble/) - A callback plugin that allow to execute end-to-end tests on playbooks with a Pythonic testing and CI/CD approach to detect regressions.
+- [aar-doc - Automated Ansible Role Documentation](https://github.com/telekom-mms/Automated-Ansible-Role-Documentation) - Generate documentation automatically from an Ansible role's metadata.
+- [antsichaut](https://github.com/ansible-community/antsichaut) - automate the filling of a changelog.yaml used by antsibull-changelog.
+
+## Blog posts and opinions
+
+> Best practices and other opinions on Ansible.
+
+- [Ansible (Real Life) Good Practices](https://reinteractive.com/posts/167-ansible-real-life-good-practices) - Best practice guidelines.
+- [Testing Ansible Roles Against Windows with Test-Kitchen](https://hodgkins.io/testing-ansible-roles-windows-test-kitchen) - Using Test-Kitchen with Ansible to apply playbooks to Windows machines and test them with [Pester](https://github.com/pester/Pester/).
+- [Ansible Best Practices by AndiDog](https://andidog.de/blog/2017-04-24-ansible-best-practices) - Practices covering many aspects of an Ansible setup, including hints to support different environments (testing, staging, production).
+- [Getting started with Ansible](https://steampunk.si/blog/getting-started-with-ansible/) - Introduces Ansible, provides installation instructions and gives an interactive walkthrough of Ansible's basic functionalities, like running Ansible playbooks and installing Ansible content.
+- [Taking Ansible apart](https://steampunk.si/blog/taking-ansible-apart/) - Describes and shows how most commonly used Ansible components work.
+
+### German
+
+- [Ansible – Was ich am Ad-hoc-Modus schätze](https://www.my-it-brain.de/wordpress/ansible-was-ich-am-ad-hoc-modus-schaetze/) - Opinion what the author likes about the Ansible Ad-Hoc mode.
+
+### French
+
+- [Apprendre et Maitriser Ansible l'outil de gestion de configuration](https://blog.stephane-robert.info/post/introduction-ansible/) - A large of courses on Ansible in French.
+
+## Playbooks, Roles and Collections
+
+> Awesome production ready Playbooks, Roles and Collections to get you up and running.
+
+- [Ansible Vagrant Examples by geerlingguy](https://github.com/geerlingguy/ansible-vagrant-examples) - Ansible examples using Vagrant to deploy to local VMs.
+- [Ansible playbook for Linux machine setup](https://github.com/olivomarco/my-ansible-linux-setup) - Ansible playbook for setting up a self-updating, hardened Debian/Ubuntu machine with Docker daemon.
+- [DevSec Hardening Framework](https://dev-sec.io/) - The DevSec collection helps you harden your Linux Based OS as well as MySQL, NGINX and SSH Server/Services.
+- [T.A.D.S. boilerplate](https://github.com/Thomvaill/tads-boilerplate) - Provision and deploy a Docker Swarm cluster to development environment and to production. Infrastructure as Code and DevOps best practices.
+- [Openstack Ansible](https://github.com/openstack/openstack-ansible) - Ansible Playbooks for deploying [OpenStack](https://www.openstack.org/).
+- [Robert de Bock](https://robertdebock.nl) - A extensive collection of Ansible roles.
+- [DebOps](https://docs.debops.org/en/master/) - A extensive collection of Debian based Ansible Playbooks.
+- [ansible-ssm](https://github.com/HQarroum/ansible-ssm) - An ansible role to provision physical and virtual hosts with the AWS SSM agent.
+- [BlueBanquise](https://github.com/bluebanquise/bluebanquise) - An ansible coherent roles collection to deploy clusters.
+- [redhat-cop](https://github.com/search?q=topic%3Aansible+org%3Aredhat-cop&type=Repositories&s=updated&o=desc) - Repositories with ansible topic of the Red Hat Communities of Practice project.
+
+## Editor and IDE Integrations
+
+> Awesome Integrations into Text Editors and IDE's to make development with/for Ansible easier.
+
+- [Ansible Language Server](https://github.com/ansible/ansible-language-server) - Language Server that adds support for Ansible, to compatible Editors.
+- [Emacs - Ansible client for Language Server Protocol](https://emacs-lsp.github.io/lsp-mode/page/lsp-ansible/) - Emacs support for Ansible Language Server Protocol.
+- [VS Code - official Ansible Extension](https://marketplace.visualstudio.com/items?itemName=redhat.ansible) - Adds language support for Ansible to Visual Studio Code and OpenVSX compatible editors by leveraging ansible-language-server.
diff --git a/readmes/antdesign b/readmes/antdesign
new file mode 100644
index 0000000..81630e3
--- /dev/null
+++ b/readmes/antdesign
@@ -0,0 +1,234 @@
+```
+ ---.
+ ╭───╮╭──╮ ╭──╮ ╭──╮ ╭───╮ ╭──╮ ╭─── ───╮ ╭──╮ -.. \
+ / ││ │──│ │ / ╭─╯/ ╭──╯ / \ │ │ │ / ╭─╯ _|_|_
+ │ o ││ │ │ │ / ╰─( \─╮│ ││ ─ ─ │ / ╰─╮ / O \
+ │ ││ │ │ ││ ╭─╯\__ ││ O ││ \_/ ││ ╭─╯ \_______/
+ │ _ ││ ` ' ││ ╰─╮/ \ ││ ││ │ ││ ╰─╮ / \
+ │ │ │ \ / │ │\ │ \ / │ │ ││ │ \/ \
+ ╰──┴──╯ ╰──╯─╯ ╰─────╯ ╰───╯ ╰──╯ ╰───╯───╯╰─────╯ /'---'\
+ ____/ | \_____
+ ╭───╮╭───╮ ╭──────╮ ╭──╮ ╭──╮ ╭───╮╭────╮ ╭───╮╭───╮ __/\____/ \_
+ / ││ \ │ │ │ \ / ╭─╯/ ╭──╯╰╮ ╭╯ / ││ \ | \
+ │ o ││ _ ││ │ │ \ / ╰─( \─╮ │ │ │ ╭──╯│ _ │ / \__ /\ '_
+ │ ││ │ │╰─╯ ╰─╯ │ D ││ ╭─╯\__ │ │ │ │ │╭─╮│ │ │ / \__ \ \
+ │ _ ││ │ │ │ │ │ ││ ╰─╮/ \ │ │ │ │ ╰─ ││ │ │ \ \_\_________\
+ │ │ ││ │ │ │ │ │ ││ │\ │╭╯ ╰╮│ ││ │ │ \ \ \
+ ╰──┴──╯╰──┴──╯ ╰──╯ ╰─────╯╰─────╯ ╰───╯╰────╯╰─────╯╰──┴──╯ \ \
+```
+
+> A curated list of [Ant Design](http://ant.design/) resources and related projects. The main idea is that everyone can contribute here, so we can have a central repository of informations about Ant Design that we keep up-to-date.
+
+[](https://github.com/sindresorhus/awesome)
+[
](http://appium.io)
+
+> A curated list of delightful [Appium](http://appium.io/) [resources](#contents).
+
+Feel free to add links via PRs and file issues to start discussions.
+
+Inspired by the [awesome](https://github.com/sindresorhus/awesome) list thing.
+
+## Contents
+
+- [Server](#server)
+- [Clients](#clients)
+- [Inspectors](#inspectors)
+- [Tutorials](#tutorials)
+- [Appium Pro](#become-an-appium-pro)
+- [Blogs](#blogs)
+- [Workshops](#workshops)
+- [Cloud and Docker Solutions](#cloud-and-docker-solutions)
+- [Git Books](#git-books)
+- [Test Frameworks](#test-frameworks)
+- [Community](#community)
+- [Tips](#tips)
+
+## Server
+- [Appium](https://github.com/appium/appium/blob/master/docs/en/about-appium/intro.md) - Appium is an open source, cross-platform test automation tool for native, hybrid and mobile web and desktop apps, tested on simulators (iOS), emulators (Android), and real devices (iOS, Android, Windows, Mac).
+
+## Clients
+- [Ruby](https://github.com/appium/ruby_lib)
+- [Python](https://github.com/appium/python-client)
+- [Java](https://github.com/appium/java-client)
+- [JavaScript](http://webdriver.io/)
+- [Objective C](https://github.com/appium/selenium-objective-c)
+- [PHP](https://github.com/appium/php-client)
+- [C# (.NET)](https://github.com/appium/appium-dotnet-driver)
+- [RobotFramework](https://github.com/jollychang/robotframework-appiumlibrary)
+
+## Inspectors
+- [Appium Desktop](https://github.com/appium/appium-desktop) - Appium Server and Inspector in Desktop GUIs for Mac, Windows, and Linux.
+- [WebDriverAgent Inspector](https://github.com/facebook/WebDriverAgent/wiki/Starting-WebDriverAgent) - A WebDriver server for iOS that runs inside the Simulator.
+- [Selendroid Inspector](http://selendroid.io/inspector.html) - The web app which is embedded inside your selendroid test server.
+- [Appium iOS Inspector](https://github.com/mykola-mokhnach/Appium-iOS-Inspector) - The tool for iOS elements location based on the original source of Selendroid Inspector.
+- [app-inspector](https://github.com/macacajs/app-inspector) - Macacajs App Inspector.
+
+## Become an Appium Pro
+- [Seeding the iOS simulator with test photos](https://appiumpro.com/editions/1)
+- [Seeding an Android device with test photos](https://appiumpro.com/editions/2)
+- [Running arbitrary ADB commands via Appium](https://appiumpro.com/editions/3)
+- [Using Appium for Testing Mobile Web Apps](https://appiumpro.com/editions/4)
+- [Performance Testing of Android Apps](https://appiumpro.com/editions/5)
+- [Testing iOS App Upgrades](https://appiumpro.com/editions/6)
+- [Speeding Up Tests With Deep Links](https://appiumpro.com/editions/7)
+- [How to Find Elements in iOS (Not) By XPath](https://appiumpro.com/editions/8)
+- [Testing Android App Upgrades](https://appiumpro.com/editions/9)
+- [Anatomy of Logging in Appium](https://appiumpro.com/editions/10)
+- [Simulating SMS Messages on Android](https://appiumpro.com/editions/11)
+- [Capturing Performance Data for Native iOS Apps](https://appiumpro.com/editions/12)
+- [Switching Between iOS Apps During a Test](https://appiumpro.com/editions/13)
+- [How to Automate a Pop Rock Band](https://appiumpro.com/editions/14)
+- [Testing iOS Push Notifications](https://appiumpro.com/editions/15)
+- [Automating the Clipboard on iOS and Android](https://appiumpro.com/editions/16)
+- [Automating Cross-Platform Hybrid Apps](https://appiumpro.com/editions/17)
+- [Using Espresso With Appium](https://appiumpro.com/editions/18)
+- [Making Your Appium Tests Fast and Reliable, Part 1: Test Flakiness](https://appiumpro.com/editions/19)
+- [Making Your Appium Tests Fast and Reliable, Part 2: Finding Elements](https://appiumpro.com/editions/20)
+- [Making Your Appium Tests Fast and Reliable, Part 3: Waiting for App States](https://appiumpro.com/editions/21)
+- [Making Your Appium Tests Fast and Reliable, Part 4: Dealing With Unfindable Elements](https://appiumpro.com/editions/22)
+- [Making Your Appium Tests Fast and Reliable, Part 5: Setting Up App State](https://appiumpro.com/editions/23)
+- [Making Your Appium Tests Fast and Reliable, Part 6: Tuning Your Capabilities](https://appiumpro.com/editions/24)
+- [Making Your Appium Tests Fast and Reliable, Part 7: Disabling Animations](https://appiumpro.com/editions/25)
+- [Making Your Appium Tests Fast and Reliable, Part 8: Mocking External Services](https://appiumpro.com/editions/26)
+- [Making Your Appium Tests Fast and Reliable, Part 9: When Things Go Wrong](https://appiumpro.com/editions/27)
+- [Running Multiple Appium Tests in Parallel](https://appiumpro.com/editions/28)
+- [Automating Complex Gestures with the W3C Actions API](https://appiumpro.com/editions/29)
+- [iOS-Specific Touch Action Methods](https://appiumpro.com/editions/30)
+- [Automating Custom Alert Buttons on iOS](https://appiumpro.com/editions/31)
+- [Finding Elements By Image, Part 1](https://appiumpro.com/editions/32)
+- [Finding Elements By Image, Part 2](https://appiumpro.com/editions/33)
+- [Simulating Hardware Keys And Key Events On Android](https://appiumpro.com/editions/34)
+- [Writing XPath Queries That Work](https://appiumpro.com/editions/35)
+- [Using The 'nativeWebTap' Capability](https://appiumpro.com/editions/36)
+- [Capturing Browser Errors and Logs in iOS Web/Hybrid Apps](https://appiumpro.com/editions/37)
+- [Capturing Browser Errors and Logs in Android Web/Hybrid Apps](https://appiumpro.com/editions/38)
+- [Early-Stage AI for Appium Test Automation](https://appiumpro.com/editions/39)
+- [How To Test On Real iOS Devices With Appium, Part 1](https://appiumpro.com/editions/40)
+- [How To Test Real iOS Devices With Appium, Part 2](https://appiumpro.com/editions/41)
+- [Simulating Incoming Phone Calls On Android](https://appiumpro.com/editions/42)
+- [How To Automatically Grant iOS App Permissions Using Appium](https://appiumpro.com/editions/43)
+- [Working With Web Components (Shadow DOM)](https://appiumpro.com/editions/44)
+- [How to Automate Siri Voice Commands Using Appium](https://appiumpro.com/editions/45)
+- [Sending Arbitrary Keystrokes With The Actions API](https://appiumpro.com/editions/46)
+- [Running Appium From Source (Or The Latest Beta)](https://appiumpro.com/editions/47)
+- [How To Flash Elements On Screen While Debugging Appium Tests](https://appiumpro.com/editions/48)
+- [How To Spread Some Holiday Cheer Using Appium](https://appiumpro.com/editions/49)
+- [Special Capabilities for Speeding up Android Test Initialization](https://appiumpro.com/editions/50)
+- [Calling Methods Inside Your App From Appium](https://appiumpro.com/editions/51)
+- [Automating Mac Apps with Appium](https://appiumpro.com/editions/52)
+- [Accessing Android Logcat Logs with Appium](https://appiumpro.com/editions/53)
+- [Using Appium With Selenium Grid](https://appiumpro.com/editions/54)
+- [Using Mobile Execution Commands to Continuously Stream Device Logs with Appium](https://appiumpro.com/editions/55)
+- [What Appium Users Need to Know about Android Activities and Intents](https://appiumpro.com/editions/56)
+- [How to Determine Element Locators For Mobile Web and Hybrid Apps](https://appiumpro.com/editions/57)
+- [How to Test on Headless Emulators and Simulators with Appium](https://appiumpro.com/editions/58)
+- [How to Automate Picker Wheel Controls](https://appiumpro.com/editions/59)
+- [How to Pick the Right Locator Strategy](https://appiumpro.com/editions/60)
+- [How to Accurately Select Webviews Using the fullContextList Capability](https://appiumpro.com/editions/61)
+- [Capturing iOS Simulator Network Traffic with Appium](https://appiumpro.com/editions/62)
+- [Capturing Android Emulator Network Traffic with Appium](https://appiumpro.com/editions/63)
+- [Validating Android Toast Messages](https://appiumpro.com/editions/64)
+- [Capturing Network Traffic in Java with Appium](https://appiumpro.com/editions/65)
+- [Automating System Apps with Appium](https://appiumpro.com/editions/66)
+- [Generating Touch Gestures to Zoom In and Out on Google Maps](https://appiumpro.com/editions/67)
+- [Automating Physical Buttons on iOS Devices](https://appiumpro.com/editions/68)
+- [Capturing Audio Output During Testing: Part 1](https://appiumpro.com/editions/69)
+- [Capturing Audio Output During Testing: Part 2](https://appiumpro.com/editions/70)
+- [Starting an Appium Server Programmatically Using AppiumServiceBuilder](https://appiumpro.com/editions/71)
+- [Simulating Slow Internet Connections on Android Emulators with Appium](https://appiumpro.com/editions/72)
+- [Working with Multile Webviews in Android Hybrid Apps](https://appiumpro.com/editions/73)
+- [Automating Custom IoT Devices With Appium, Part 1](https://appiumpro.com/editions/74)
+- [Automating Custom IoT Devices With Appium, Part 2](https://appiumpro.com/editions/75)
+- [Testing React Native Apps with Appium](https://appiumpro.com/editions/76)
+- [Optimizing WebDriverAgent Startup Performance](https://appiumpro.com/editions/77)
+- [Attaching Appium Clients to Existing Sessions](https://appiumpro.com/editions/78)
+- [Converting Java Tests to Kotlin](https://appiumpro.com/editions/79)
+- [Testing iOS Face ID with Appium](https://appiumpro.com/editions/80)
+- [Testing Windows Desktop Apps With Appium](https://appiumpro.com/editions/81)
+- [Streaming Video from iOS Devices](https://appiumpro.com/editions/82)
+- [Speeding Up Android Screenshots With MJPEG Servers](https://appiumpro.com/editions/83)
+- [Reliably Opening Deep Links Across Platforms and Devices](https://appiumpro.com/editions/84)
+- [Batching Appium Commands Using Execute Driver Script to Speed Up Tests](https://appiumpro.com/editions/85)
+- [Connecting Directly to Appium Hosts in Distributed Environments](https://appiumpro.com/editions/86)
+- [Working With Android 10](https://appiumpro.com/editions/87)
+- [Saving Test Data To Make Debugging Easier Java](https://appiumpro.com/editions/88)
+- [Understanding Appium Drivers (And How To Choose Which One To Use)](https://appiumpro.com/editions/89)
+- [Optimizing Image Element Thresholds](https://appiumpro.com/editions/90)
+- [Getting Started With Appium For Android On Windows](https://appiumpro.com/editions/91)
+- [Using AI-based Object Detection For Finding Elements](https://appiumpro.com/editions/92)
+- [Managing Chromedriver for Android Chrome and Webview Testing](https://appiumpro.com/editions/93)
+- [Using the Appium Events API](https://appiumpro.com/editions/94)
+- [The 'Android Data Matcher' Locator Strategy](https://appiumpro.com/editions/95)
+- [Working With Cookies](https://appiumpro.com/editions/96)
+- [Capturing App Launch Metrics On Android](https://appiumpro.com/editions/97)
+- [Visual Testing With Appium, Part 1](https://appiumpro.com/editions/98)
+- [Visual Testing With Appium, Part 2](https://appiumpro.com/editions/99)
+- [Visual Testing With Appium, Part 3](https://appiumpro.com/editions/100)
+- [AI for Appium--and Selenium!](https://appiumpro.com/editions/101)
+- [Mobile App Performance Testing](https://appiumpro.com/editions/102)
+- [Free Tools For Mobile App Performance Testing With Appium](https://appiumpro.com/editions/103)
+- [Simulating Different Network Conditions For Virtual Devices](https://appiumpro.com/editions/104)
+- [Paid Tools And Services For Mobile App Performance Testing](https://appiumpro.com/editions/105)
+
+## Tutorials
+- [TOOLSQA](http://toolsqa.com/mobile-automation/appium/appium-tutorial/) - Appium tutorial for beginners (Android & iOS).
+- [GURU99](http://www.guru99.com/introduction-to-appium.html) - Appium tutorial for beginners.
+- [QTPSELENIUM](http://qtpselenium.com/home/course/training/mobile-automation-appium-tutorial) - Appium tutorials.
+- [Testing Diaries](http://www.testingdiaries.com/appium-tutorial/) - Appium Tutorial for Complete Beginners.
+- [Appium Bootcamp](https://saucelabs.com/resources/articles/appium-bootcamp-chapter-1) - Appium Bootcamp by Sauce.
+- [Appium Mobile Grid Setup](http://www.slideshare.net/justinison75/mobile-selenium-grid-setup) - The Mobile Grid – Getting Started for Android & iOS.
+- [Selenium Camp 2016](http://www.slideshare.net/justinison75/selenium-camp-2016) - Selenium Camp 2016.
+
+## Blogs
+ - [All about Appium Desired Capabilities](https://caps.cloudgrey.io/) - All about Appium's desired capabilities.
+ - [Appium Architecture & Appium Desktop](https://www.zaizi.com/blog/appium-mobile-apps-automation-tool) - Appium Architecture, settings, etc (Updated)
+ - [Appium Architecture](http://www.3pillarglobal.com/insights/appium-a-cross-browser-mobile-automation-tool) - Architecture of Appium.
+ - [All about Appium](https://en.wordpress.com/tag/appium/) - All about Appium in Wordpress.
+ - [Appium with Image Recognition](https://medium.com/@SimonKaz/appium-with-image-recognition-17a92abaa23d#.x19ffxwbk) - Appium with Image Recognition - Simon Kaz.
+ - [Automate Android Actions using Appium](http://testingalert.com/automate-android-actions-using-appium/) - Automate Android Actions using Appium - kkashyap1707.
+ - [Network Connection in Appium](https://medium.com/@eliasnogueira/how-to-deal-with-network-connection-in-appium-4-0-0-2134021fac25#.z5dfdv2jg) - How to deal with Network Connection from Appium 4.0.0 - Elias Nogueira.
+ - [How to change language in Appium](https://medium.com/@eliasnogueira/appium-tips-changing-the-app-language-f0a1762dd927#.68mvqisri) - Appium Tips — Changing the app Language - Elias Nogueira.
+ - [Automated UI testing of a UWP app using Appium](https://medium.com/@yostane/automated-ui-testing-of-a-uwp-app-using-appium-dc10d8df6631#.3efp60w1j) - Windows Application driver makes UWP Apps compatible using Appium - Yassine benabbas.
+ - [Context Switching in Appium](https://medium.com/@kevinmarkvi/switching-to-a-dynamically-named-context-handle-with-appium-and-java-c78d2b972eb6#.2ylda6ul6) Switching to a Dynamically Named Context Handle with Appium and Java - Kevin Berg.
+ - [A Robot Should Be Running Your Appium Tests](https://medium.com/devs-foodit/iphone-automation-with-a-one-fingered-robot-a2936c840285#.l37adndb3) - How to run Appium Tests using Robots. - Dan Cuellar.
+ - [Appium Tests on Buddybuild](https://medium.com/@stipe.kolovrat/appium-cucumber-tests-up-running-on-buddybuild-8955a88ab589#.wsyazko3g) - Automates building, deploying and gathering feedback for mobile apps - Stipe Kolovrat.
+ - [Android setup Linux](https://www.smashingmagazine.com/2016/04/from-zero-to-appium-guide-configuring-appium-android/) - From Zero To Appium: A How-To Guide For Configuring Appium With Android
+ - [Useful Appium Series] (http://bitbar.com/tag/appium/) - Appium Tip Series
+ - [Inspect iOS app's with Appium 1.6] (https://medium.com/@chenchaoyi/the-options-of-inspecting-ios-10-app-with-appium-1-6-534ba166b958#.ezq1q0iuo) - The options of inspecting iOS 10 app with Appium 1.6
+ - [GraphWalker](http://graphwalker.github.io/appium-example/) - GraphWalker is a open source Model-based testing tool for test automation. It's designed to make it easy to design your tests using graphs
+ - [Appium + Mobile Game Testing](http://bitbar.com/mobile-game-testing-part-2-ui-and-functionality-image-recognition/) - MOBILE GAME TESTING – PART #2: UI AND FUNCTIONALITY + IMAGE RECOGNITION
+ - [WinAppDriver](http://www.hanselman.com/blog/WinAppDriverTestAnyAppWithAppiumsSeleniumlikeTestsOnWindows.aspx) - WinAppDriver - Test any app with Appium's Selenium-like tests on Windows
+ - [IMAGE RECOGNITION WITH APPIUM](http://bitbar.com/appium-tip-27-using-appium-for-mobile-game-testing/) - USING APPIUM FOR MOBILE GAME TESTING
+ - [Uncover invisible changes in automated tests](https://sourcediving.com/how-to-uncover-invisible-changes-in-automated-tests-b6a5dbff564e) - By KazuCocoa
+ - [Adding AI to Appium](https://medium.com/testdotai/adding-ai-to-appium-f8db38ea4fac) - By test.ai
+
+
+## Workshops
+- [Appium Workshop Selnium Conf 2016](https://github.com/isonic1/appium-workshop) - Repo for Appium Workshop at the 2016 Selenium Conference - Justin Ison.
+
+## Cloud and Docker Solutions
+- [Appium Tests in AWS Device Farm](https://github.com/awslabs/aws-device-farm-appium-tests-for-sample-app) - Sample Appium tests runs on AWS Device Farm.
+- [Appium Tests in OpenSTF Device Farm](https://github.com/openstf/stf-appium-example) - Sample Appium tests runs on STF Device Farm.
+- [Official Appium Docker Images](https://github.com/appium/appium-docker-android) - DockerFile for Appium Android Real Devices.
+- [Appium Docker Images](https://github.com/butomo1989/docker-android) - DockerFile for Appium Android.
+- [Appium Docker File](https://github.com/aluedeke/appium-android) - DockerFile for Appium Android.
+- [Appium Docker File](https://github.com/softsam/docker-appium) - DockerFile for Appium Android.
+- [TestingBot](https://testingbot.com) - Cloud based Device Farm, run Appium tests on physical Android and iOS devices.
+
+## Git Books
+- [Appium Essentials](https://www.packtpub.com/application-development/appium-essentials/?utm_source=POD&utm_medium=referral&utm_campaign=1784392480) - Explore mobile automation with Appium and discover new ways to test native, web, and hybrid applications - Manoj Hans.
+- [Appium for Android](https://www.gitbook.com/book/nishantverma/appium-for-android) - A quick reference book on how to use Appium for automating Android Application using Java - Nishant Verma.
+
+## Test Frameworks
+- [Appium Cucumber Test](https://github.com/priyankshah217/AppiumCucumberTest) - Sample Appium Cucumber Project.
+- [Appium-Native-Crawler](https://github.com/isonic1/Appium-Native-Crawler) - Appium Native Crawler CLI - Features include: Screenshots, Performance, Accessibility Detection, Google Translate, Applitools, Monkey Tester.
+- [coteafs-appium](https://github.com/WasiqB/coteafs-appium) - A tester friendly Mobile Automation Framework built on top of Appium which supports testing web and native apps for Android, iOS and Windows real or emulator Mobiles and Tablets.
+- [Optimus](https://github.com/testvagrant/optimusTemplate) - Cucumber based Mobile Automation Framework, which supports test parallelization.
+- [PageObject Pattern Framework](https://github.com/saikrishna321/PageObjectPatternAppium) - Sample Page Object Pattern Framework to use directly.
+- [Parallel Framework Java-Client](https://github.com/saikrishna321/AppiumTestDistribution) - Run appium tests in parallel across iOS and Android devices.
+
+## Community
+- [Discuss](https://discuss.appium.io)
+- [Stack Overflow](http://stackoverflow.com/questions/tagged/appium)
+- [`@appiumdevs` on Twitter](https://twitter.com/AppiumDevs)
+- [`#appium` on Slack](http://appium.slack.com)
+
+## Tips
+
+Contribute some ;)
+
+
+## Contribute
+
+Contributions welcome! Read the [contribution guidelines](contributing.md) first.
+
+## License
+
+[](https://creativecommons.org/publicdomain/zero/1.0/)
+
+To the extent possible under law, [Srinivasan Sekar](https://github.com/SrinivasanTarget) has waived all copyright and related or neighboring rights to this work.
diff --git a/readmes/apple b/readmes/apple
new file mode 100644
index 0000000..8c29a57
--- /dev/null
+++ b/readmes/apple
@@ -0,0 +1,106 @@
+Awesome-Apple
+==================
+
+A list of awesome 3rd party libraries and tools for Apple platform development, iOS and Mac. This is not an exhaustive list, just an opinionated set of resources. I highly recommend you check Github's [Objective-C](https://github.com/trending?l=objective-c) and [Swift](https://github.com/trending?l=swift) Trending Page often.
+
+#### Libraries & Frameworks
+
+##### iOS UI
+* [DZNEmptyDataSet](https://github.com/dzenbot/DZNEmptyDataSet) Show an special image when no data is available
+* [JVFloatLabeledTextField](https://github.com/jverdi/JVFloatLabeledTextField) Give context to iOS users' text fields
+* [ClusterPrePermissions](https://github.com/clusterinc/ClusterPrePermissions) Ask for iOS permissions twice
+* [Tweaks](https://github.com/facebook/Tweaks) Tweak parameters at runtime in app on iOS
+* [M13ProgressSuite](https://github.com/Marxon13/M13ProgressSuite) A wide range of progress indicators for iOS
+* [SpinKit](https://github.com/raymondjavaxx/SpinKit-ObjC) Several indeterminate loading spinners
+* [MBProgressHUD](https://github.com/jdg/MBProgressHUD) For overlaying progress on top of a view controller
+* [TTTAttributedLabel](https://github.com/TTTAttributedLabel/TTTAttributedLabel) Better attributed strings in UILabels
+* [AsyncDisplayKit](https://github.com/facebook/AsyncDisplayKit) Asynchronous user interfaces built over UIKit
+
+##### Mac UI
+* [MASPreferences](https://github.com/shpakovski/MASPreferences) Preferences window for Mac Apps
+
+##### Images
+* [FLAnimatedImage](https://github.com/Flipboard/FLAnimatedImage) Performant GIFs for iOS
+* [GPUImage](https://github.com/BradLarson/GPUImage) GPU based image and video processing for iOS
+* [FastImageCache](https://github.com/path/FastImageCache) iOS library for quickly displaying images while scrolling
+* [SDWebImage](https://github.com/rs/SDWebImage) Asynchronous image downloader with cache support for iOS
+
+##### Animation
+* [Pop](https://github.com/facebook/pop) Extensible animation library for iOS and Mac
+* [JazzHands](https://github.com/IFTTT/JazzHands) Key-frame based animation for iOS
+
+##### Logging
+* [CocoaLumberjack](https://github.com/CocoaLumberjack/CocoaLumberjack) Better logging for iOS and Mac
+
+##### Model Programming
+* [Mantle](https://github.com/Mantle/Mantle) Simple model layer library for Mac and iOS
+* [Realm](https://github.com/realm/realm-cocoa) A new mobile-first database
+
+##### Network Programming
+* [GCDWebServer](https://github.com/swisspol/GCDWebServer) HTTP server for iOS and Mac
+* [CocoaAsyncSocket](https://github.com/robbiehanson/CocoaAsyncSocket) TCP/IP socket server and consumer for iOS and Mac
+* [Restkit](https://github.com/RestKit/RestKit) Transform REST API calls into models (including Core Data) for iOS and OSX
+* [AFNetworking](https://github.com/AFNetworking/AFNetworking) "The" networking framework for iOS and OSX
+* [AlamoFire](https://github.com/Alamofire/Alamofire) A networking framework for Swift, written by the creator of AFNetworking
+* [Reachability](https://github.com/tonymillion/Reachability) Reachability class for iOS and OSX
+
+##### Audio
+* [AFSoundManager](https://github.com/AlvaroFranco/AFSoundManager) Easier local and streaming audio playback for iOS
+
+##### Localization
+* [TTTLocalizedPluralString](https://github.com/mattt/TTTLocalizedPluralString) Much easier pluralization for NSLocalizedString
+* [InflectorKit](https://github.com/mattt/InflectorKit) Built in pluralization rules for a bunch of languages
+* [FormatterKit](https://github.com/mattt/FormatterKit) stringWithFormat that localizes different types of data
+
+##### Programming Helpers
+* [Dollar.Swift](https://github.com/ankurp/Dollar.swift) Functional programming helpers for Swift
+* [ObjectiveSugar](https://github.com/supermarin/ObjectiveSugar) Functional programming helpers for iOS
+* [Reactive Cocoa](https://github.com/ReactiveCocoa/ReactiveCocoa) Functional Reactive Programming for iOS and Mac
+* [libextobjc](https://github.com/jspahrsummers/libextobjc) Cocoa library to extend Objective-C
+* [PromiseKit](https://github.com/mxcl/PromiseKit) Better asynchronousa programming with Promises for iOS (Obj-C and Swift)
+* [DateTools](https://github.com/MatthewYork/DateTools) Helping out with date and times
+* [KVOController](https://github.com/facebook/KVOController) Block based, easier, safer, KVO
+* [PureLayout](https://github.com/smileyborg/PureLayout) Better programmatic Auto-Layout for iOS and Mac
+* [SwiftyJSON](https://github.com/SwiftyJSON/SwiftyJSON) Handle JSON in Swift with ease
+
+##### Testing
+* [Quick](https://github.com/Quick/Quick) Behavior-Driven Development testing framework for Obj-C and Swift
+* [Specta](https://github.com/specta/specta) Light weight TDD/BDD framework for Obj-C, built on top of XCTest
+* [Expecta](https://github.com/specta/expecta/) A nice matching framework to make your tests more readable
+* [OHHTTPStubs](https://github.com/AliSoftware/OHHTTPStubs) Stubs for web request unit testing
+* [OCMock](https://github.com/erikdoe/ocmock) Mock objects for Objective-C unit testing
+
+##### Misc
+* [Sparkle](https://github.com/sparkle-project/Sparkle) An updating framework for Mac
+
+#### Xcode Plugins
+All plugins should be installed with [Alcatraz](https://github.com/supermarin/Alcatraz), the package manager for Xcode.
+
+* [FuzzyAutocomplete](https://github.com/FuzzyAutocomplete/FuzzyAutocompletePlugin) Fuzzy pattern matching for Xcode's autocomplete
+* [Lin-Xcode5](https://github.com/questbeat/Lin-Xcode5) Localization Manager for Xcode
+* [LLDB-Quicklook](https://github.com/ryanolsonk/LLDB-QuickLook) Quicklook for a variety of additional types
+* [KFCocoaPodsPlugin](https://github.com/ricobeck/KFCocoaPodsPlugin) Xcode Plugin for CocoaPods with pod commands/console output, user notifications & code completion
+* [KSImageNamed](https://github.com/ksuther/KSImageNamed-Xcode) Xcode Plugin to autocomplete `imageNamed:` method calls
+* [VVDocumentor](https://github.com/onevcat/VVDocumenter-Xcode) Get help writing documentation in Xcode
+
+#### Tools & Developer Apps
+* [Synx](https://github.com/venmo/synx) Sync project folders to Xcode groups
+* [Dash](https://itunes.apple.com/us/app/dash-docs-snippets/id458034879?mt=12) A wonderful documentation app for the Mac with integration everywhere
+* [CoocaPods](http://cocoapods.org/) A fantastic dependancy management system for iOS and Mac
+* [Crashlytics](https://fabric.io/kits/ios/crashlytics) Crash reporting for iOS and Mac (and others)
+* [Answers](https://answers.io/) Analytics for iOS (and others)
+
+#### Websites and Resources
+* [NSHipster](http://nshipster.com/) NSHipster is a journal of the overlooked bits in Objective-C, Swift, and Cocoa Updated weekly.
+* [ObjC.io](http://www.objc.io/) A periodical about best practices and advanced techniques in Objective-C
+* [Ray Wenderlich](http://www.raywenderlich.com/) Programming Tutorials focused on iOS
+* [inessential](http://inessential.com/) Brent Simmons' blog (Programmer for [Q Branch](http://vesperapp.co/))
+* [mjtsai](http://mjtsai.com/blog/) Michael Tsai's blog
+* [NSBlog](https://www.mikeash.com/pyblog/) Mike Ash's blog
+* [Tumblr Developer Blog](http://cocoa.tumblr.com/) Blog brought to you by the iOS developers at Tumblr
+* [Cocoa Controls](https://www.cocoacontrols.com/) iOS UI controls
+* [Pttrns](http://www.pttrns.com/) iOS design inspiration
+
+For more awesome lists, check out [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness).
+
+If you think anything essential is missing (should be relevant for most or all Apple platform developers) leave me an issue, and I'll take a look.
diff --git a/readmes/appsec b/readmes/appsec
new file mode 100644
index 0000000..9a18e8e
--- /dev/null
+++ b/readmes/appsec
@@ -0,0 +1,723 @@
+# Awesome AppSec [](https://github.com/sindresorhus/awesome)
+
+A curated list of resources for learning about application security. Contains books,
+websites, blog posts, and self-assessment quizzes.
+
+Maintained by [Paragon Initiative Enterprises](https://paragonie.com) with
+contributions from the application security and developer communities. We also
+have [other community projects](https://paragonie.com/projects) which might be
+useful for tomorrow's application security experts.
+
+If you are an absolute beginner to the topic of software security, you may benefit
+from reading [A Gentle Introduction to Application Security](https://paragonie.com/blog/2015/08/gentle-introduction-application-security).
+
+# Contributing
+
+[Please refer to the contributing guide for details](CONTRIBUTING.md).
+
+# Application Security Learning Resources
+
+
+ * [General](#general)
+ * [Articles](#articles)
+ * [How to Safely Generate a Random Number](#how-to-safely-generate-a-random-number-2014) (2014)
+ * [Salted Password Hashing - Doing it Right](#salted-password-hashing-doing-it-right-2014) (2014)
+ * [A good idea with bad usage: /dev/urandom](#a-good-idea-with-bad-usage-devurandom-2014) (2014)
+ * [Why Invest in Application Security?](#why-invest-in-application-security-2015) (2015)
+ * [Be wary of one-time pads and other crypto unicorns](#be-wary-of-one-time-pads-and-other-crypto-unicorns-2015) (2015)
+ * [Books](#books)
+ * [Web Application Hacker's Handbook](#-web-application-hackers-handbook-2011) (2011) 
+ * [Cryptography Engineering](#-cryptography-engineering-2010) (2010) 
+ * [Securing DevOps](#-securing-devops-2018) (2018) 
+ * [Gray Hat Python: Programming for Hackers and Reverse Engineers](#-gray-hat-python-programming-for-hackers-and-reverse-engineers-2009) (2009) 
+ * [The Art of Software Security Assessment: Identifying and Preventing Software Vulnerabilities](#-the-art-of-software-security-assessment-identifying-and-preventing-software-vulnerabilities-2006) (2006) 
+ * [C Interfaces and Implementations: Techniques for Creating Reusable Software](#-c-interfaces-and-implementations-techniques-for-creating-reusable-software-1996) (1996) 
+ * [Reversing: Secrets of Reverse Engineering](#-reversing-secrets-of-reverse-engineering-2005) (2005) 
+ * [JavaScript: The Good parts](#-javascript-the-good-parts-2008) (2008) 
+ * [Windows Internals: Including Windows Server 2008 and Windows Vista, Fifth Edition ](#-windows-internals-including-windows-server-2008-and-windows-vista-fifth-edition-2007) (2007) 
+ * [The Mac Hacker's Handbook](#-the-mac-hackers-handbook-2009) (2009) 
+ * [The IDA Pro Book: The Unofficial Guide to the World's Most Popular Disassembler](#-the-ida-pro-book-the-unofficial-guide-to-the-worlds-most-popular-disassembler-2008) (2008) 
+ * [Internetworking with TCP/IP Vol. II: ANSI C Version: Design, Implementation, and Internals (3rd Edition)](#-internetworking-with-tcpip-vol-ii-ansi-c-version-design-implementation-and-internals-3rd-edition-1998) (1998) 
+ * [Network Algorithmics,: An Interdisciplinary Approach to Designing Fast Networked Devices](#-network-algorithmics-an-interdisciplinary-approach-to-designing-fast-networked-devices-2004) (2004) 
+ * [Computation Structures (MIT Electrical Engineering and Computer Science)](#-computation-structures-mit-electrical-engineering-and-computer-science-1989) (1989) 
+ * [Surreptitious Software: Obfuscation, Watermarking, and Tamperproofing for Software Protection](#-surreptitious-software-obfuscation-watermarking-and-tamperproofing-for-software-protection-2009) (2009) 
+ * [Secure Programming HOWTO](#secure-programming-howto-2015) (2015)
+ * [Security Engineering - Second Edition](#security-engineering-second-edition-2008) (2008)
+ * [Bulletproof SSL and TLS](#-bulletproof-ssl-and-tls-2014) (2014) 
+ * [Holistic Info-Sec for Web Developers (Fascicle 0)](#holistic-info-sec-for-web-developers-fascicle-0-2016) (2016)
+ * [Holistic Info-Sec for Web Developers (Fascicle 1)](#holistic-info-sec-for-web-developers-fascicle-1)
+ * [Classes](#classes)
+ * [Offensive Computer Security (CIS 4930) FSU](#offensive-computer-security-cis-4930-fsu)
+ * [Hack Night](#hack-night)
+ * [Websites](#websites)
+ * [Hack This Site!](#hack-this-site)
+ * [Enigma Group](#enigma-group)
+ * [Web App Sec Quiz](#web-app-sec-quiz)
+ * [SecurePasswords.info](#securepasswords-info)
+ * [Security News Feeds Cheat-Sheet](#security-news-feeds-cheat-sheet)
+ * [Open Security Training](#open-security-training)
+ * [MicroCorruption](#microcorruption)
+ * [The Matasano Crypto Challenges](#the-matasano-crypto-challenges)
+ * [PentesterLab](#pentesterlab)
+ * [Juice Shop](#juice-shop)
+ * [Supercar Showdown](#supercar-showdown)
+ * [OWASP NodeGoat](#owasp-nodegoat)
+ * [Securing The Stack](#securing-the-stack)
+ * [OWASP ServerlessGoat](#owasp-serverlessgoat)
+ * [Blogs](#blogs)
+ * [Crypto Fails](#crypto-fails)
+ * [NCC Group - Blog](#ncc-group-blog)
+ * [Scott Helme](#scott-helme)
+ * [Cossack Labs blog](#cossack-labs-blog-2018) (2018)
+ * [Wiki pages](#wiki-pages)
+ * [OWASP Top Ten Project](#owasp-top-ten-project)
+ * [Tools](#tools)
+ * [Qualys SSL Labs](#qualys-ssl-labs)
+ * [securityheaders.io](#securityheaders-io)
+ * [report-uri.io](#report-uri-io)
+ * [clickjacker.io](#clickjacker-io)
+ * [AWS Lambda](#aws-lambda)
+ * [Tools](#tools-1)
+ * [PureSec FunctionShield](#puresec-functionshield)
+ * [Android](#android)
+ * [Books and ebooks](#books-and-ebooks)
+ * [SEI CERT Android Secure Coding Standard](#sei-cert-android-secure-coding-standard-2015) (2015)
+ * [C](#c)
+ * [Books and ebooks](#books-and-ebooks-1)
+ * [SEI CERT C Coding Standard](#sei-cert-c-coding-standard-2006) (2006)
+ * [Defensive Coding: A Guide to Improving Software Security by the Fedora Security Team](#defensive-coding-a-guide-to-improving-software-security-by-the-fedora-security-team-2022) (2022)
+ * [C++](#c-1)
+ * [Books and ebooks](#books-and-ebooks-2)
+ * [SEI CERT C++ Coding Standard](#sei-cert-c-coding-standard-2006-1) (2006)
+ * [C Sharp](#c-sharp)
+ * [Books and ebooks](#books-and-ebooks-3)
+ * [Security Driven .NET](#-security-driven-net-2015) (2015) 
+ * [Clojure](#clojure)
+ * [Repositories](#repositories)
+ * [Clojure OWASP](#clojure-owasp-2020) (2020)
+ * [Go](#go)
+ * [Articles](#articles-1)
+ * [Memory Security in Go - spacetime.dev](#memory-security-in-go-spacetime-dev-2017) (2017)
+ * [Java](#java)
+ * [Books and ebooks](#books-and-ebooks-4)
+ * [SEI CERT Java Coding Standard](#sei-cert-java-coding-standard-2007) (2007)
+ * [Secure Coding Guidelines for Java SE](#secure-coding-guidelines-for-java-se-2014) (2014)
+ * [Node.js](#node-js)
+ * [Articles](#articles-2)
+ * [Node.js Security Checklist - Rising Stack Blog](#node-js-security-checklist-rising-stack-blog-2015) (2015)
+ * [Awesome Electron.js hacking & pentesting resources](#awesome-electron-js-hacking-pentesting-resources-2020) (2020)
+ * [Books and ebooks](#books-and-ebooks-5)
+ * [Essential Node.js Security](#-essential-node-js-security-2017) (2017) 
+ * [Training](#training)
+ * [Security Training by ^Lift Security](#-security-training-by-lift-security) 
+ * [Security Training from BinaryMist](#-security-training-from-binarymist) 
+ * [PHP](#php)
+ * [Articles](#articles-3)
+ * [It's All About Time](#its-all-about-time-2014) (2014)
+ * [Secure Authentication in PHP with Long-Term Persistence](#secure-authentication-in-php-with-long-term-persistence-2015) (2015)
+ * [20 Point List For Preventing Cross-Site Scripting In PHP](#20-point-list-for-preventing-cross-site-scripting-in-php-2013) (2013)
+ * [25 PHP Security Best Practices For Sys Admins](#25-php-security-best-practices-for-sys-admins-2011) (2011)
+ * [PHP data encryption primer](#php-data-encryption-primer-2014) (2014)
+ * [Preventing SQL Injection in PHP Applications - the Easy and Definitive Guide](#preventing-sql-injection-in-php-applications-the-easy-and-definitive-guide-2014) (2014)
+ * [You Wouldn't Base64 a Password - Cryptography Decoded](#you-wouldnt-base64-a-password-cryptography-decoded-2015) (2015)
+ * [A Guide to Secure Data Encryption in PHP Applications](#a-guide-to-secure-data-encryption-in-php-applications-2015) (2015)
+ * [The 2018 Guide to Building Secure PHP Software](#the-2018-guide-to-building-secure-php-software-2017) (2017)
+ * [Books and ebooks](#books-and-ebooks-6)
+ * [Securing PHP: Core Concepts](#-securing-php-core-concepts) 
+ * [Using Libsodium in PHP Projects](#using-libsodium-in-php-projects)
+ * [Useful libraries](#useful-libraries)
+ * [defuse/php-encryption](#defusephp-encryption)
+ * [ircmaxell/password_compat](#ircmaxellpassword-compat)
+ * [ircmaxell/RandomLib](#ircmaxellrandomlib)
+ * [thephpleague/oauth2-server](#thephpleagueoauth2-server)
+ * [paragonie/random_compat](#paragonierandom-compat)
+ * [psecio/gatekeeper](#pseciogatekeeper)
+ * [openwall/phpass](#openwallphpass)
+ * [Websites](#websites-1)
+ * [websec.io](#websec-io)
+ * [Blogs](#blogs-1)
+ * [Paragon Initiative Enterprises Blog](#paragon-initiative-enterprises-blog)
+ * [ircmaxell's blog](#ircmaxells-blog)
+ * [Pádraic Brady's Blog](#p%C3%A1draic-bradys-blog)
+ * [Mailing lists](#mailing-lists)
+ * [Securing PHP Weekly](#securing-php-weekly)
+ * [Perl](#perl)
+ * [Books and ebooks](#books-and-ebooks-7)
+ * [SEI CERT Perl Coding Standard](#sei-cert-perl-coding-standard-2011) (2011)
+ * [Python](#python)
+ * [Books and ebooks](#books-and-ebooks-8)
+ * [Python chapter of Fedora Defensive Coding Guide](#python-chapter-of-fedora-defensive-coding-guide)
+ * [Black Hat Python: Python Programming for Hackers and Pentesters](#-black-hat-python-python-programming-for-hackers-and-pentesters) 
+ * [Violent Python](#-violent-python) 
+ * [Websites](#websites-2)
+ * [OWASP Python Security Wiki](#owasp-python-security-wiki-2014) (2014)
+ * [Ruby](#ruby)
+ * [Books and ebooks](#books-and-ebooks-9)
+ * [Secure Ruby Development Guide](#secure-ruby-development-guide-2014) (2014)
+
+
+# General
+
+## Articles
+
+### [How to Safely Generate a Random Number](http://sockpuppet.org/blog/2014/02/25/safely-generate-random-numbers/) (2014)
+
+**Released**: February 25, 2014
+
+Advice on cryptographically secure pseudo-random number generators.
+
+### [Salted Password Hashing - Doing it Right](https://crackstation.net/hashing-security.htm) (2014)
+
+**Released**: August 6, 2014
+
+A post on [Crackstation](https://crackstation.net), a project by [Defuse Security](https://defuse.ca)
+
+### [A good idea with bad usage: /dev/urandom](http://insanecoding.blogspot.co.uk/2014/05/a-good-idea-with-bad-usage-devurandom.html) (2014)
+
+**Released**: May 3, 2014
+
+Mentions many ways to make `/dev/urandom` fail on Linux/BSD.
+
+### [Why Invest in Application Security?](https://paragonie.com/white-paper/2015-why-invest-application-security) (2015)
+
+**Released**: June 21, 2015
+
+Running a business requires being cost-conscious and minimizing unnecessary spending. The benefits of ensuring in the security of your application are invisible to most companies, so often times they neglect to invest in secure software development as a cost-saving measure. What these companies don't realize is the potential cost (both financial and to brand reputation) a preventable data compromise can incur.
+
+**The average data breach costs millions of dollars in damage.**
+
+Investing more time and personnel to develop secure software is, for most companies, worth it to minimize this unnecessary risk to their bottom line.
+
+### [Be wary of one-time pads and other crypto unicorns](https://freedom-to-tinker.com/blog/jbonneau/be-wary-of-one-time-pads-and-other-crypto-unicorns/) (2015)
+
+**Released**: March 25, 2015
+
+A **must-read** for anyone looking to build their own cryptography features.
+
+## Books
+
+###  [Web Application Hacker's Handbook](http://mdsec.net/wahh) (2011)
+
+**Released**: September 27, 2011
+
+Great introduction to Web Application Security; though slightly dated.
+
+###  [Cryptography Engineering](http://www.amazon.com/Cryptography-Engineering-Principles-Practical-Applications/dp/0470474246) (2010)
+
+**Released**: March 15, 2010
+
+Develops a sense of professional paranoia while presenting crypto design techniques.
+
+###  [Securing DevOps](https://www.manning.com/books/securing-devops?a_aid=securingdevops&a_bid=1353bcd8) (2018)
+
+**Released**: March 1, 2018
+
+Securing DevOps explores how the techniques of DevOps and Security should be applied together to make cloud services safer. This introductory book reviews state of the art practices used in securing web applications and their infrastructure, and teaches you techniques to integrate security directly into your product.
+
+###  [Gray Hat Python: Programming for Hackers and Reverse Engineers](http://www.amazon.com/Gray-Hat-Python-Programming-Engineers/dp/1593271921) (2009)
+
+**Released**: May 3, 2009
+
+
+
+###  [The Art of Software Security Assessment: Identifying and Preventing Software Vulnerabilities](http://www.amazon.com/The-Software-Security-Assessment-Vulnerabilities/dp/0321444426/) (2006)
+
+**Released**: November 30, 2006
+
+
+
+###  [C Interfaces and Implementations: Techniques for Creating Reusable Software](http://www.amazon.com/Interfaces-Implementations-Techniques-Creating-Reusable/dp/0201498413/) (1996)
+
+**Released**: August 30, 1996
+
+
+
+###  [Reversing: Secrets of Reverse Engineering](http://www.amazon.com/Reversing-Secrets-Engineering-Eldad-Eilam/dp/0764574817) (2005)
+
+**Released**: April 15, 2005
+
+
+
+###  [JavaScript: The Good parts](http://www.amazon.com/JavaScript-Good-Parts-Douglas-Crockford/dp/0596517742) (2008)
+
+**Released**: May 1, 2008
+
+
+
+###  [Windows Internals: Including Windows Server 2008 and Windows Vista, Fifth Edition ](http://www.amazon.com/Windows%C2%AE-Internals-Including-Developer-Reference/dp/0735625301) (2007)
+
+**Released**: June 17, 2007
+
+
+
+###  [The Mac Hacker's Handbook](http://www.amazon.com/The-Hackers-Handbook-Charlie-Miller/dp/0470395362) (2009)
+
+**Released**: March 3, 2009
+
+
+
+###  [The IDA Pro Book: The Unofficial Guide to the World's Most Popular Disassembler](http://www.amazon.com/The-IDA-Pro-Book-Disassembler/dp/1593271786) (2008)
+
+**Released**: August 22, 2008
+
+
+
+###  [Internetworking with TCP/IP Vol. II: ANSI C Version: Design, Implementation, and Internals (3rd Edition)](http://www.amazon.com/Internetworking-TCP-Vol-Implementation-Internals/dp/0139738436) (1998)
+
+**Released**: June 25, 1998
+
+
+
+###  [Network Algorithmics,: An Interdisciplinary Approach to Designing Fast Networked Devices](http://www.amazon.com/Network-Algorithmics-Interdisciplinary-Designing-Networking/dp/0120884771) (2004)
+
+**Released**: December 29, 2004
+
+
+
+###  [Computation Structures (MIT Electrical Engineering and Computer Science)](http://www.amazon.com/Computation-Structures-Electrical-Engineering-Computer/dp/0262231395) (1989)
+
+**Released**: December 13, 1989
+
+
+
+###  [Surreptitious Software: Obfuscation, Watermarking, and Tamperproofing for Software Protection](http://www.amazon.com/Surreptitious-Software-Obfuscation-Watermarking-Tamperproofing/dp/0321549252) (2009)
+
+**Released**: August 3, 2009
+
+
+
+### [Secure Programming HOWTO](http://www.dwheeler.com/secure-programs/) (2015)
+
+**Released**: March 1, 2015
+
+
+
+### [Security Engineering - Second Edition](https://www.cl.cam.ac.uk/~rja14/book.html) (2008)
+
+**Released**: April 14, 2008
+
+
+
+###  [Bulletproof SSL and TLS](https://www.feistyduck.com/books/bulletproof-ssl-and-tls/) (2014)
+
+**Released**: August 1, 2014
+
+
+
+### [Holistic Info-Sec for Web Developers (Fascicle 0)](https://leanpub.com/holistic-infosec-for-web-developers) (2016)
+
+**Released**: September 17, 2016
+
+The first part of a three part book series providing broad and in-depth coverage on what web developers and architects need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises.
+
+### [Holistic Info-Sec for Web Developers (Fascicle 1)](https://leanpub.com/holistic-infosec-for-web-developers-fascicle1-vps-network-cloud-webapplications)
+
+The second part of a three part book series providing broad and in-depth coverage on what web developers and architects need to know in order to create robust, reliable, maintainable and secure software, VPS, networks, cloud and web applications, that are delivered continuously, on time, with no nasty surprises.
+
+## Classes
+
+### [Offensive Computer Security (CIS 4930) FSU](https://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/)
+
+A vulnerability research and exploit development class by Owen Redwood of Florida State University.
+
+**Be sure to check out the [lectures](https://www.cs.fsu.edu/~redwood/OffensiveComputerSecurity/lectures.html)!**
+
+### [Hack Night](https://github.com/isislab/Hack-Night)
+
+Developed from the materials of NYU Poly's old Penetration Testing and Vulnerability Analysis course, Hack Night is a sobering introduction to offensive security. A lot of complex technical content is covered very quickly as students are introduced to a wide variety of complex and immersive topics over thirteen weeks.
+
+## Websites
+
+### [Hack This Site!](http://www.hackthissite.org)
+
+Learn about application security by attempting to hack this website.
+
+### [Enigma Group](http://www.enigmagroup.org)
+
+Where hackers and security experts come to train.
+
+### [Web App Sec Quiz](https://timoh6.github.io/WebAppSecQuiz/)
+
+Self-assessment quiz for web application security
+
+### [SecurePasswords.info](https://securepasswords.info)
+
+Secure passwords in several languages/frameworks.
+
+### [Security News Feeds Cheat-Sheet](http://lzone.de/cheat-sheet/Security-News-Feeds)
+
+A list of security news sources.
+
+### [Open Security Training](http://opensecuritytraining.info/)
+
+Video courses on low-level x86 programming, hacking, and forensics.
+
+### [MicroCorruption](https://microcorruption.com/login)
+
+Capture The Flag - Learn Assembly and Embedded Device Security
+
+### [The Matasano Crypto Challenges](http://cryptopals.com)
+
+A series of programming exercises for teaching oneself cryptography by [Matasano Security](http://matasano.com). [The introduction](https://blog.pinboard.in/2013/04/the_matasano_crypto_challenges) by Maciej Ceglowski explains it well.
+
+### [PentesterLab](https://pentesterlab.com)
+
+PentesterLab provides [free Hands-On exercises](https://pentesterlab.com/exercises/) and a [bootcamp](https://pentesterlab.com/bootcamp/) to get started.
+
+### [Juice Shop](https://bkimminich.github.io/juice-shop)
+
+An intentionally insecure Javascript Web Application.
+
+### [Supercar Showdown](http://hackyourselffirst.troyhunt.com/)
+
+How to go on the offence before online attackers do.
+
+### [OWASP NodeGoat](https://github.com/owasp/nodegoat)
+
+Purposly vulnerable to the OWASP Top 10 Node.JS web application, with [tutorials](https://nodegoat.herokuapp.com/tutorial), [security regression testing with the OWASP Zap API](https://github.com/OWASP/NodeGoat/wiki/NodeGoat-Security-Regression-tests-with-ZAP-API), [docker image](https://github.com/owasp/nodegoat#option-3---run-nodegoat-on-docker). With several options to get up and running fast.
+
+### [Securing The Stack](https://securingthestack.com)
+
+Bi-Weekly Appsec Tutorials
+
+### [OWASP ServerlessGoat](https://www.owasp.org/index.php/OWASP_Serverless_Goat)
+
+OWASP ServerlessGoat is a deliberately insecure realistic AWS Lambda serverless application, maintained by OWASP and created by [PureSec](https://www.puresec.io/). You can install WebGoat, learn about the vulnerabilities, how to exploit them, and how to remediate each issue. The project also includes documentation explaining the issues and how they should be remediated with best-practices.
+
+### Blogs
+
+#### [Crypto Fails](http://cryptofails.com)
+
+Showcasing bad cryptography
+
+#### [NCC Group - Blog](https://www.nccgroup.trust/us/about-us/newsroom-and-events/blog/)
+
+The blog of NCC Group, formerly Matasano, iSEC Partners, and NGS Secure.
+
+#### [Scott Helme](https://scotthelme.co.uk)
+
+Learn about security and performance.
+
+#### [Cossack Labs blog](https://www.cossacklabs.com/blog-archive/) (2018)
+
+**Released**: July 30, 2018
+
+Blog of cryptographic company that makes open-source libraries and tools, and describes practical data security approaches for applications and infrastructures.
+
+### Wiki pages
+
+#### [OWASP Top Ten Project](https://www.owasp.org/index.php/Category:OWASP_Top_Ten_Project)
+
+The top ten most common and critical security vulnerabilities found in web applications.
+
+### Tools
+
+#### [Qualys SSL Labs](https://www.ssllabs.com/)
+
+The infamous suite of SSL and TLS tools.
+
+#### [securityheaders.io](https://securityheaders.io/)
+
+Quickly and easily assess the security of your HTTP response headers.
+
+#### [report-uri.io](https://report-uri.io)
+
+A free CSP and HPKP reporting service.
+
+#### [clickjacker.io](https://clickjacker.io)
+
+Test and learn Clickjacking. Make clickjacking PoC, take screenshot and share link. You can test HTTPS, HTTP, intranet & internal sites.
+
+# AWS Lambda
+
+## Tools
+
+### [PureSec FunctionShield](https://www.puresec.io/function-shield)
+
+FunctionShield is a 100% free AWS Lambda security and Google Cloud Functions security library that equips developers with the ability to easily enforce strict security controls on serverless runtimes.
+
+# Android
+
+## Books and ebooks
+
+### [SEI CERT Android Secure Coding Standard](https://www.securecoding.cert.org/confluence/display/android/Android+Secure+Coding+Standard) (2015)
+
+**Released**: February 24, 2015
+
+A community-maintained Wiki detailing secure coding standards for Android development.
+
+# C
+
+## Books and ebooks
+
+### [SEI CERT C Coding Standard](https://www.securecoding.cert.org/confluence/display/c/SEI+CERT+C+Coding+Standard) (2006)
+
+**Released**: May 24, 2006
+
+A community-maintained Wiki detailing secure coding standards for C programming.
+
+### [Defensive Coding: A Guide to Improving Software Security by the Fedora Security Team](https://docs.fedoraproject.org/en-US/Fedora_Security_Team/1/html/Defensive_Coding/index.html) (2022)
+
+**Released**: May 23, 2022
+
+Provides guidelines for improving software security through secure coding. Covers common programming languages and libraries, and focuses on concrete recommendations.
+
+# C++
+
+## Books and ebooks
+
+### [SEI CERT C++ Coding Standard](https://www.securecoding.cert.org/confluence/pages/viewpage.action?pageId=637) (2006)
+
+**Released**: July 18, 2006
+
+A community-maintained Wiki detailing secure coding standards for C++ programming.
+
+# C Sharp
+
+## Books and ebooks
+
+###  [Security Driven .NET](http://securitydriven.net/) (2015)
+
+**Released**: July 14, 2015
+
+An introduction to developing secure applications targeting version 4.5 of the .NET Framework, specifically covering cryptography and security engineering topics.
+
+# Clojure
+
+## Repositories
+
+### [Clojure OWASP](https://github.com/nubank/clj-owasp) (2020)
+
+**Released**: May 5, 2020
+
+Repository with Clojure examples of OWASP top 10 vulnerabilities.
+
+# Go
+
+## Articles
+
+### [Memory Security in Go - spacetime.dev](https://spacetime.dev/memory-security-go) (2017)
+
+**Released**: August 3, 2017
+
+A guide to managing sensitive data in memory.
+
+# Java
+
+## Books and ebooks
+
+### [SEI CERT Java Coding Standard](https://www.securecoding.cert.org/confluence/display/java/SEI+CERT+Oracle+Coding+Standard+for+Java) (2007)
+
+**Released**: January 12, 2007
+
+A community-maintained Wiki detailing secure coding standards for Java programming.
+
+### [Secure Coding Guidelines for Java SE](http://www.oracle.com/technetwork/java/seccodeguide-139067.html) (2014)
+
+**Released**: April 2, 2014
+
+Secure Java programming guidelines straight from Oracle.
+
+# Node.js
+
+## Articles
+
+### [Node.js Security Checklist - Rising Stack Blog](https://blog.risingstack.com/node-js-security-checklist/) (2015)
+
+**Released**: October 13, 2015
+
+Covers a lot of useful information for developing secure Node.js applications.
+
+### [Awesome Electron.js hacking & pentesting resources](https://github.com/doyensec/awesome-electronjs-hacking) (2020)
+
+**Released**: June 17, 2020
+
+A curated list of resources to secure Electron.js-based applications.
+
+## Books and ebooks
+
+###  [Essential Node.js Security](https://leanpub.com/nodejssecurity) (2017)
+
+**Released**: July 19, 2017
+
+Hands-on and abundant with source code for a practical guide to Securing Node.js web applications.
+
+## Training
+
+###  [Security Training by ^Lift Security](https://liftsecurity.io/training)
+
+Learn from the team that spearheaded the [Node Security Project](https://nodesecurity.io)
+
+###  [Security Training from BinaryMist](https://blog.binarymist.net/presentations-publications/)
+
+We run many types of info-sec security training, covering Physical, People, VPS, Networs, Cloud, Web Applications. Most of the content is sourced from the [book series](https://leanpub.com/b/holisticinfosecforwebdevelopers) Kim has been working on for several years. More info can be found [here](https://binarymist.io/#services)
+
+# PHP
+
+## Articles
+
+### [It's All About Time](http://blog.ircmaxell.com/2014/11/its-all-about-time.html) (2014)
+
+**Released**: November 28, 2014
+
+A gentle introduction to timing attacks in PHP applications
+
+### [Secure Authentication in PHP with Long-Term Persistence](https://paragonie.com/blog/2015/04/secure-authentication-php-with-long-term-persistence) (2015)
+
+**Released**: April 21, 2015
+
+Discusses password policies, password storage, "remember me" cookies, and account recovery.
+
+### [20 Point List For Preventing Cross-Site Scripting In PHP](http://blog.astrumfutura.com/2013/04/20-point-list-for-preventing-cross-site-scripting-in-php) (2013)
+
+**Released**: April 22, 2013
+
+Padriac Brady's advice on building software that isn't vulnerable to XSS
+
+### [25 PHP Security Best Practices For Sys Admins](http://www.cyberciti.biz/tips/php-security-best-practices-tutorial.html) (2011)
+
+**Released**: November 23, 2011
+
+Though this article is a few years old, much of its advice is still relevant as we veer around the corner towards PHP 7.
+
+### [PHP data encryption primer](https://timoh6.github.io/2014/06/16/PHP-data-encryption-cheatsheet.html) (2014)
+
+**Released**: June 16, 2014
+
+@timoh6 explains implementing data encryption in PHP
+
+### [Preventing SQL Injection in PHP Applications - the Easy and Definitive Guide](https://paragonie.com/blog/2015/05/preventing-sql-injection-in-php-applications-easy-and-definitive-guide) (2014)
+
+**Released**: May 26, 2014
+
+**TL;DR** - don't escape, use prepared statements instead!
+
+### [You Wouldn't Base64 a Password - Cryptography Decoded](https://paragonie.com/blog/2015/08/you-wouldnt-base64-a-password-cryptography-decoded) (2015)
+
+**Released**: August 7, 2015
+
+A human-readable overview of commonly misused cryptography terms and fundamental concepts, with example code in PHP.
+
+If you're confused about cryptography terms, start here.
+
+### [A Guide to Secure Data Encryption in PHP Applications](https://paragonie.com/white-paper/2015-secure-php-data-encryption) (2015)
+
+**Released**: August 2, 2015
+
+Discusses the importance of end-to-end network-layer encryption (HTTPS) as well as secure encryption for data at rest, then introduces the specific cryptography tools that developers should use for specific use cases, whether they use [libsodium](https://pecl.php.net/package/libsodium), [Defuse Security's secure PHP encryption library](https://github.com/defuse/php-encryption), or OpenSSL.
+
+### [The 2018 Guide to Building Secure PHP Software](https://paragonie.com/blog/2017/12/2018-guide-building-secure-php-software) (2017)
+
+**Released**: December 12, 2017
+
+This guide should serve as a complement to the e-book, [PHP: The Right Way](http://www.phptherightway.com), with a strong emphasis on security and not general PHP programmer topics (e.g. code style).
+
+## Books and ebooks
+
+###  [Securing PHP: Core Concepts](https://leanpub.com/securingphp-coreconcepts)
+
+*Securing PHP: Core Concepts* acts as a guide to some of the most common security terms and provides some examples of them in every day PHP.
+
+### [Using Libsodium in PHP Projects](https://paragonie.com/book/pecl-libsodium)
+
+You shouldn't need a Ph.D in Applied Cryptography to build a secure web application. Enter libsodium, which allows developers to develop fast, secure, and reliable applications without needing to know what a stream cipher even is.
+
+## Useful libraries
+
+### [defuse/php-encryption](https://github.com/defuse/php-encryption)
+
+Symmetric-key encryption library for PHP applications. (**Recommended** over rolling your own!)
+
+### [ircmaxell/password_compat](https://github.com/ircmaxell/password_compat)
+
+If you're using PHP 5.3.7+ or 5.4, use this to hash passwords
+
+### [ircmaxell/RandomLib](https://github.com/ircmaxell/RandomLib)
+
+Useful for generating random strings or numbers
+
+### [thephpleague/oauth2-server](https://github.com/thephpleague/oauth2-server)
+
+A secure OAuth2 server implementation
+
+### [paragonie/random_compat](https://github.com/paragonie/random_compat)
+
+PHP 7 offers a new set of CSPRNG functions: `random_bytes()` and `random_int()`. This is a community effort to expose the same API in PHP 5 projects (forward compatibility layer). Permissively MIT licensed.
+
+### [psecio/gatekeeper](https://github.com/psecio/gatekeeper)
+
+A secure authentication and authorization library that implements Role-Based Access Controls and Paragon Initiative Enterprises' recommendaitons for [secure "remember me" checkboxes](https://paragonie.com/blog/2015/04/secure-authentication-php-with-long-term-persistence#title.2).
+
+### [openwall/phpass](http://www.openwall.com/phpass/)
+
+A portable public domain password hashing framework for use in PHP applications.
+
+## Websites
+
+### [websec.io](http://websec.io)
+
+**websec.io** is dedicated to educating developers about security with topics relating to general security fundamentals, emerging technologies and PHP-specific information
+
+### Blogs
+
+#### [Paragon Initiative Enterprises Blog](https://paragonie.com/blog/)
+
+The blog of our technology and security consulting firm based in Orlando, FL
+
+#### [ircmaxell's blog](http://blog.ircmaxell.com)
+
+A blog about PHP, Security, Performance and general web application development.
+
+#### [Pádraic Brady's Blog](http://blog.astrumfutura.com)
+
+Pádraic Brady is a Zend Framework security expert
+
+### Mailing lists
+
+#### [Securing PHP Weekly](http://securingphp.com)
+
+A weekly newsletter about PHP, security, and the community.
+
+# Perl
+
+## Books and ebooks
+
+### [SEI CERT Perl Coding Standard](https://www.securecoding.cert.org/confluence/display/perl/SEI+CERT+Perl+Coding+Standard) (2011)
+
+**Released**: January 10, 2011
+
+A community-maintained Wiki detailing secure coding standards for Perl programming.
+
+# Python
+
+## Books and ebooks
+
+### [Python chapter of Fedora Defensive Coding Guide](https://docs.fedoraproject.org/en-US/Fedora_Security_Team/1/html/Defensive_Coding/chap-Defensive_Coding-Python.html)
+
+Lists standard library features that should be avoided, and references sections of other chapters that are Python-specific.
+
+###  [Black Hat Python: Python Programming for Hackers and Pentesters](https://www.nostarch.com/blackhatpython)
+
+Black Hat Python by Justin Seitz from NoStarch Press is a great book for the offensive security minds
+
+###  [Violent Python](http://www.amazon.com/Violent-Python-Cookbook-Penetration-Engineers/dp/1597499579)
+
+Violent Python shows you how to move from a theoretical understanding of offensive computing concepts to a practical implementation.
+
+## Websites
+
+### [OWASP Python Security Wiki](https://github.com/ebranca/owasp-pysec/wiki) (2014)
+
+**Released**: June 21, 2014
+
+A wiki maintained by the OWASP Python Security project.
+
+# Ruby
+
+## Books and ebooks
+
+### [Secure Ruby Development Guide](https://docs.fedoraproject.org/en-US/Fedora_Security_Team/1/html/Secure_Ruby_Development_Guide/index.html) (2014)
+
+**Released**: March 10, 2014
+
+A guide to secure Ruby development by the Fedora Security Team. Also available on [Github](https://github.com/jrusnack/secure-ruby-development-guide).
diff --git a/readmes/arabic b/readmes/arabic
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+++ b/readmes/arabic
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+# Awesome Arabic [](https://github.com/sindresorhus/awesome) العربية
+A curated list of amazingly awesome Arabic supporting tools, fonts, and development resources.
+
+## Programming Languages
+Programming Language specific resources that support Arabic
+
+#### C/C++
+* [libitl2](https://github.com/sohaibafifi/libitl2) - A library for Islamic calendar and prayer times.
+* [Qt]: [ArabicNumberToWord](https://github.com/01walid/ArabicNumberToWord), Convert numbers and amounts from numeric to Arabic words.
+
+#### Go (Golang)
+* [goarabic](https://github.com/01walid/goarabic) - a Go Lang package for dealing with Arabic text.
+
+#### Java
+* [NumberToArabicWords](https://github.com/bluemix/NumberToArabicWords) - Arabic numbers to words.
+* [RemoveTashkeel.java](https://gist.github.com/mhashim6/7d96f7ea274c9eb7e509798a332d78ac) - Removes Arabic diacritics (tashkeel تشكيل) from any file almost instantly.
+
+#### Javascript
+* [Typeahead.js](http://twitter.github.io/typeahead.js/)
+* [Fix Arabic Numbers](https://github.com/homaily/fix-arabic-numbers) - Simple Moment.js style library that changes Arabic numbers (١٢٣...) into (123...)
+* [arabicString](https://github.com/ahmads/arabicString) - A Javascript library that extends the native String object with methods to help when dealing with Arabic strings for node and the browser.
+* [Arli](http://elkebirmed.github.io/arli/) - JavaScript tools for an Arabic development.
+* [bidiweb](https://github.com/hasenj/bidiweb) - Determine the base direction of paragraphs and adjust them accordingly.
+* [Hijri.js](https://github.com/xsoh/Hijri.js) - A tool for Hijri calender (based on Umm al-Qura calculations) in Javascript.
+* [jsastem](https://github.com/ejtaal/jsastem) - JavaScript Arabic Stemmer.
+* [moment-hijri](https://github.com/xsoh/moment-hijri) - A Hijri calendar (based on Umm al-Qura calculations) plugin for moment.js.
+* [aln9](https://github.com/mkhDev/aln9) - A lightweight markup language designed for Arabic text.
+* [circular-arabic](https://github.com/mapmeld/circular-arabic) - Write Arabic words in a circle or arc using the Canvas element
+* [Oktob.js](https://github.com/Fcmam5/oktob.js) - Force typing in Arabic letters (ex: replaces "a" with "ض" for AZERTY keyboard scheme)
+
+#### PHP
+* [Ar-PHP](http://www.ar-php.org/) - A set of PHP classes developed to enhance Arabic web applications by providing set of tools includes stem-based searching, translitiration, soundex, Hijri calendar, charset detection and converter, spell numbers, keyboard language, Muslim prayer time, auto-summarization, and more...
+* [The PHP League Website in Arabic](https://thephpleague.com/ar/).
+* [arabicdatetime](https://github.com/maherelgamil/arabicdatetime) - Easy and useful tool to get arabic date with arabic characters for laravel 5.1.
+
+
+#### Python
+* [ar2en](https://github.com/maherg/ar2en) - Renames Arabic files and directories into English recursively.
+* [Arabish](https://github.com/amasad/arabish) - Arabic transliteration in Python. Similar to Yamli.com, Google Ta3reeb, and Microsoft Maren.
+* [date-extractor](https://github.com/DanielJDufour/date-extractor) - Extracts dates from text in Arabic and other languages
+* [hijra](https://github.com/ojuba-org/hijra) - Hijri Islamic Calendar utils in python.
+* [PyArabic](https://pypi.python.org/pypi/PyArabic/0.4) - Arabic text tools for Python.
+* [pyarabicshaping](https://github.com/behdad/pyarabicshaping) - Port of GNU FriBidi's Arabic shaping to Python.
+* [pyIslam](https://github.com/abougouffa/pyIslam) - Python library to calculate prayer times, hijri date, qiblah direction and more.
+* [python-arabic-reshaper](https://github.com/mpcabd/python-arabic-reshaper) - Reconstruct Arabic sentences to be used in applications that don't support Arabic.
+* [Django with Arabic Settings](https://www.djangoproject.com)
+
+#### Ruby
+* [Manshar](http://www.manshar.org/) - Arabic social publishing platform.
+
+## Natural Language Processing
+Tools that either are made for Arabic or support Arabic
+* [Apache Lucene Arabic Light Stemmer](http://lucene.apache.org/core/3_0_3/api/contrib-analyzers/org/apache/lucene/analysis/ar/ArabicAnalyzer.html) A lucene analyzer that implements light-stemming as specified by: [Light Stemming for Arabic Information Retrieval](http://www.mtholyoke.edu/~lballest/Pubs/arab_stem05.pdf).
+* [arabicstemmer](https://github.com/assem-ch/arabicstemmer) - Snowball-based light stemmer algorithm for Arabic, aimed mainly to improve search.
+* [Khoja Stemmer](http://zeus.cs.pacificu.edu/shereen/research.htm) - Shereen Khoja Arabic stemmer (java). Another [implementation exists for the same algorithm](https://sourceforge.net/projects/arabicstemmer/) (java as well).
+* [Mishkal](https://github.com/linuxscout/mishkal) - Arabic text vocalization software written in Python, website: http://tahadz.com/mishkal.
+* [Arabic-Conjugator](https://github.com/awillborn/Arabic-Conjugator) - Conjugates MSA verbs given three root letters, verb form, tense, and pronoun.
+* [Qutrub](http://qutrub.arabeyes.org/) - FOSS Arabic verbs conjugator
+* [YaraSpell](https://github.com/linuxscout/yaraspell) - simplified Arabic spelling checker.
+* [Arabic NLP](https://github.com/SemanticFrontiers/ArabicNLP) - Collection of various Arabic NLP and Text Processing Scripts and Utilities.
+* [arabic_nlp](https://github.com/alexrutherford/arabic_nlp) - Tools to normalise and derive sentiment from Arabic text.
+* [Minteeq - مِنطيق](http://arabic-tools.github.io/ar-espeak/) - Opensource/free Arabic text to speech solution based on eSpeak.
+* [Python NLTK](https://github.com/nltk/nltk)
+* Ruby-based [nlp_arabic](https://github.com/othmanela/nlp_arabic) - A ruby gem that contains Natural Language Processing tools for Arabic.
+
+
+## CSS
+CSS resources that support RTL languages
+* [Bootstrap 2.x & 3.x RTL](http://muayyad-alsadi.github.io/bootstrap-rtl/2.x/index.html).
+* [Bootstrap 3 RTL](https://github.com/morteza/bootstrap-rtl) - RTL Theme for Bootstrap v3.x.
+* [Foundation 5](http://foundation.zurb.com/) - A CSS framework that natively supports RTL layouts.
+* [bi-app-less](https://github.com/anasnakawa/bi-app-less) - writing bi-directional stylesheets in less
+
+
+## Fonts
+Modern arabic web fonts
+* [Frutiger Arabic](http://www.linotype.com/270925/frutigerarabic-family.html)
+* [Amiri Font](http://www.amirifont.org) - a classical Arabic typeface in Naskh style for typesetting books and other running text.
+* [Flat font](http://fonts.jozoor.com/flat-font/) - arabic font (Only Regular weight is available for free)..
+* [Jozoor font](http://fonts.jozoor.com/jozoor-font/) - Jozoor arabic font (Only Regular weight is available for free).
+* [sahl-naskh](https://github.com/khaledhosny/sahl-naskh) - A fork of Droid Arabic Naskh font fixing some of the issues in the original font.
+
+## Datasets
+Open Arabic Datasets
+* [LABR](https://github.com/mohamedadaly/labr) - Large Scale Arabic Book Reviews Dataset.
+* [Large Arabic Resources For Sentiment Analysis](https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces).
+* [Arabic Stop Words](https://github.com/mohataher/arabic-stop-words) - Long list of Arabic stop words combined from different sources.
+
+## Learning
+Learning materials written for Arabic audiences
+* [Ar cheat-sheet](http://www.git-tower.com/blog/git-cheat-sheet-ar) - Git Cheat Sheet in Arabic.
+* [ArabicGit](http://www.arabicgit.com/) - Learn Git in Arabic.
+* [simple-guide](http://www.arabicgit.com/simple-guide/) - A simple guide in Arabic to get started using Git.
+* [ar-python](http://www.ar-python.com/) - Learn Python in Arabic.
+* [Colors Lab](http://www.colorslab.net/) - UX/UI philosophy in Arabic.
+* [Hsoub Academy](http://academy.hsoub.com/) - Hight quality tutorials about programing, DevOps, UX and Design, Freelancing...
+* [informatic-ar](http://informatic-ar.com/) - Arabic content about programming concepts, algorithms, AI ..etc.
+* [Ruby 3arabi](http://ruby3arabi.com/) - Learn Ruby in Arabic.
+
+## Miscellaneous
+A mix of awesome things
+* [Arabic Typography](http://www.amazon.com/dp/0863563473/ref=wl_it_dp_o_pC_nS_ttl?_encoding=UTF8&colid=19XQVAI7YN6HF&coliid=I23VQZXYRHEDZS)
+* [OpenMapTiles](https://openmaptiles.org/languages/ar/#1.38/0/0) - world map tiles in Arabic
+* [Arabic-Webfonts](https://github.com/mandooox/Arabic-Webfonts) - WordPress plugin which allow you to add Arabic fonts easily to any theme without coding.
+* [Simple Markdown Editor](https://github.com/ahmadajmi/markdown-arabic) - Write Markdown in Arabic.
+
+
+# Contribute & Keep This Alive!
+## العربية
diff --git a/readmes/arcgisdeveloper b/readmes/arcgisdeveloper
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+# Awesome ArcGIS Developers [](https://awesome.re)
+
+
+
+> An awesome set of resources to help you [develop with ArcGIS Products](https://www.esri.com/en-us/arcgis/products/develop-with-arcgis/overview).
+
+ArcGIS products give you access to APIs, location services, and tools to develop your own mapping and spatial analysis applications. Use mapping products for developers to build web, native, offline, desktop, or integrated solutions for yourself, your organization, or other organizations. Access a full suite of location services to provide basemap layers, geocoding and routing capabilities, and other geospatial functionalities. Securely host and manage your data in the ArcGIS cloud.
+
+---
+
+## Contents
+
+
+
+
+- [APIs and SDKs](#apis-and-sdks)
+- [ArcGIS location services](#arcgis-location-services)
+- [Code samples and snippets](#code-samples-and-snippets)
+- [Data conversion tools](#data-conversion-tools)
+- [Data integration tools](#data-integration-tools)
+- [Debugging tools](#debugging-tools)
+- [Design and styling](#design-and-styling)
+- [Developer guides](#developer-guides)
+- [Helpers](#helpers)
+- [Map and data exploration](#map-and-data-exploration)
+- [Playgrounds](#playgrounds)
+- [Spatial Analysis](#spatial-analysis)
+- [Specifications](#specifications)
+- [Starter apps and CLIs](#starter-apps-and-clis)
+
+
+
+---
+
+## APIs and SDKs
+
+- [ArcGIS API for Python](https://developers.arcgis.com/python/) - Guides, sample notebooks and API reference to do mapping, spatial analysis, data science, geospatial AI and automation using Python.
+- [ArcGIS CityEngine SDKs (C++)](https://github.com/esri/cityengine-sdk) - C++ APIs, documentation and examples for the Procedural Runtime (PRT).
+- [ArcGIS CityEngine SDKs (Python)](https://github.com/Esri/pyprt) - Python bindings for the "Procedural Runtime" (PRT) of CityEngine.
+- [ArcGIS Earth Automation API](https://doc.arcgis.com/en/arcgis-earth/automation-api/get-started.htm) - Guide, API reference and samples to communicate with ArcGIS Earth.
+- [ArcGIS Enterprise SDK](https://developers.arcgis.com/enterprise-sdk/) - Guides, API reference and sample code to extent ArcGIS Enterprise.
+- [ArcGIS Maps SDK for .NET](https://developers.arcgis.com/net/) - Guides, sample codes and API reference to build desktop and mobile apps using .Net.
+- [ArcGIS Maps SDK for Java](https://developers.arcgis.com/java/) - Guides, sample codes and API reference to build desktop apps.
+- [ArcGIS Maps SDK for JavaScript](https://developers.arcgis.com/javascript/latest/) - Guides, sample code, API references and showcase to build 2D and 3D interactive web apps unlocking geospatial data.
+- [ArcGIS Maps SDK for Kotlin](https://developers.arcgis.com/kotlin/) - Guides, sample codes and API reference to build mobile apps using Kotlin.
+- [ArcGIS Maps SDK for Qt](https://developers.arcgis.com/qt/) - Guides, sample codes and API reference to build mobile and desktop apps.
+- [ArcGIS Maps SDK for Swift](https://developers.arcgis.com/swift/) - Guides, sample codes and API reference to build mobile apps using Swift.
+- [ArcGIS Maps SDK for Unity](https://developers.arcgis.com/unity/) - Guides, API reference and sample code to use ArcGIS data and services to develop for Unity.
+- [ArcGIS Maps SDK for Unreal Engine](https://developers.arcgis.com/unreal-engine/) - Guides, API reference and sample code to use ArcGIS data and services to develop for Unreal Engine.
+- [ArcGIS Pro SDK for Microsoft .NET](https://pro.arcgis.com/en/pro-app/latest/sdk/) - Documentation, tutorials, API reference, FAQ, etc. to extend ArcGIS Pro Desktop.
+- [ArcGIS REST APIs](https://developers.arcgis.com/rest/) - General documentation about ArcGIS REST APIs: location services, content management, portal administration, and more.
+- [ArcGIS REST APIs collections](https://github.com/esri-es/ArcGIS-REST-API) - Postman collections to work with some of the REST APIs: location services, hosted feature layers, ArcGIS Online, ArcGIS Hub, etc.
+- [ArcGIS REST JS](https://developers.arcgis.com/arcgis-rest-js/) - Key concepts, tutorials and API reference of a collection of JavaScript modules for accessing location services, ArcGIS Online, and ArcGIS Enterprise REST APIs.
+- [ArcGIS Urban API](https://developers.arcgis.com/arcgis-urban-api/) - Public GraphQL web service that can be used to interact with ArcGIS Urban data directly.
+- [ArcObjects SDK for .Net](https://desktop.arcgis.com/en/arcobjects/latest/net/webframe.htm#RoadmapToExtendingArcObjects.htm) - Documentation about the .Net SDK for the library of Component Object Model (COM) components that make up the foundation of ArcGIS.
+- [ArcObjects SDK for Java](https://desktop.arcgis.com/en/arcobjects/latest/java/#80146cac-6b50-4c82-a9f5-7a5be3406c5b.htm) - Documentation about the Java SDK for the library of Component Object Model (COM) components that make up the foundation of ArcGIS.
+- [ArcPy](https://pro.arcgis.com/en/pro-app/arcpy/main/arcgis-pro-arcpy-reference.htm) - Documentation about the python package to perform geographic data analysis, data conversion, data management, and map automation in ArcGIS Desktop or ArcGIS Enterprise environments.
+- [Esri Leaflet](https://developers.arcgis.com/esri-leaflet/) - Key concepts, tutorials, API reference, plugins, sample code to help you build web apps using Leaflet with ArcGIS Location services.
+- [MapLibre GL JS](https://developers.arcgis.com/mapbox-gl-js/) - Guide and tutorials to help you start building web apps with MapLibre and ArcGIS location services.
+- [OpenLayers](https://developers.arcgis.com/openlayers/) - Guide and tutorials to help you start building web apps with OpenLayers and ArcGIS location services.
+
+## ArcGIS location services
+
+- [ArcGIS location services Postman Workspace](https://www.postman.com/esridevs/workspace/arcgis-location-services) - Postman collections to facilitate work with many of the location services.
+- [Basemap styles service (v1)](https://developers.arcgis.com/documentation/mapping-apis-and-services/maps/services/basemap-layer-service/) - Access streets, satellite, and other basemap styles for maps and scenes.
+- [Basemap styles service (v2)](https://developers.arcgis.com/rest/basemap-styles/) - Access multiples map styles, add places of interest, set labels languages, word views and more.
+- [Places service](https://developers.arcgis.com/rest/places/) - Search for businesses and geographic locations around the world with detailed information about each place.
+- [Elevation and hydrology services](https://developers.arcgis.com/rest/elevation/api-reference/get-started-with-elevation-services.htm) - Generate elevation profiles and viewsheds, but also can trace water flow and generate watersheds.
+- [Geocoding service](https://developers.arcgis.com/documentation/mapping-apis-and-services/search/services/geocoding-service/) - Search for addresses, businesses, and places around the world.
+- [GeoEnrichment service](https://developers.arcgis.com/documentation/mapping-apis-and-services/demographics/services/geoenrichment-service/) - Find facts and demographic information about a location or area.
+- [Routing service](https://developers.arcgis.com/documentation/mapping-apis-and-services/routing/services/routing-service/) - Get turn-by-turn directions and solve advanced routing problems.
+- [Printing tools service](https://developers.arcgis.com/rest/services-reference/enterprise/export-web-map-task.htm) - Generate static maps (png, jpg, pdf, etc.) from advance web maps.
+
+- [Spatial analysis service](https://developers.arcgis.com/rest/analysis/api-reference/getting-started.htm) - Process spatial datasets to discover relationships and patterns.
+- [Offline packaging service](https://developers.arcgis.com/rest/packaging/api-reference/create-map-area.htm) - Create and manage preplanned map areas for generating offline maps.
+
+## Code samples and snippets
+
+- [application-base-js](https://github.com/Esri/application-base-js) - Core class for creating a configurable application using JavaScript/TypeScript.
+- [ArcGIS API for JavaScript Sample Code](https://developers.arcgis.com/javascript/latest/sample-code/) - Esri's official JavaScript API product team samples.
+- [ArcGIS API for Python Sample Notebooks](https://developers.arcgis.com/python/sample-notebooks/) - Esri's official Python API product team samples.
+- [ArcGIS Arcade Expression Templates](https://github.com/Esri/arcade-expressions) - Collection of reusable Arcade expressions across all supported profiles.
+- [ArcGIS Code Sharing](http://codesharing.arcgis.com/) - Search, browse, and use code, scripts, models, add-ins, widgets, and more.
+- [ArcGIS Maps SDK for Unity samples](https://developers.arcgis.com/unity/sample-code/) - Esri's official ArcGIS Maps SDK for Unity product team samples.
+- [ArcGIS Maps SDK for Unreal Engine samples](https://developers.arcgis.com/unreal-engine/sample-code/) - Esri's official ArcGIS Maps SDK for Unreal Engine product team samples.
+- [ArcGIS REST JS demos](https://github.com/Esri/arcgis-rest-js/tree/master/demos) - Demo apps built by Esri's REST JS maintainers.
+- [ArcGIS Runtime API for .NET Android samples](https://developers.arcgis.com/net/android/sample-code/) - Esri's official ArcGIS Runtime Android product team samples.
+- [ArcGIS Runtime API for .NET iOS samples](https://developers.arcgis.com/net/ios/sample-code/) - Esri's official ArcGIS Runtime .NET product team samples.
+- [ArcGIS Runtime API for Java samples](https://developers.arcgis.com/java/sample-code/) - Esri's official ArcGIS Runtime Java product team samples.
+- [ArcGIS Runtime API for .NET UWP samples](https://developers.arcgis.com/net/uwp/sample-code/) - Esri's official ArcGIS Runtime .NET product team samples.
+- [ArcGIS Runtime API for .NET WPF samples](https://developers.arcgis.com/net/wpf/sample-code/) - Esri's official ArcGIS Runtime .NET product team samples.
+- [ArcGIS Runtime API for Android Java samples](https://developers.arcgis.com/android/java/sample-code/) - Esri's official ArcGIS Runtime Android product team samples for Java.
+- [ArcGIS Runtime API for Android Kotlin samples](https://developers.arcgis.com/android/kotlin/sample-code/) - Esri's official ArcGIS Runtime Android product team samples for Kotlin.
+- [ArcGIS Runtime API for iOS sample code](https://developers.arcgis.com/ios/swift/sample-code/) - Esri's official ArcGIS Runtime iOS product team samples.
+- [ArcGIS Runtime API for Qt C++ sample code](https://developers.arcgis.com/qt/cpp/sample-code/) - Esri's official ArcGIS Runtime Qt product team samples for C++.
+- [ArcGIS Runtime API for Qt QML sample code](https://developers.arcgis.com/qt/qml/sample-code/) - Esri's official ArcGIS Runtime Qt product team samples for QML.
+- [arcgis-js-api-starter-apps](https://github.com/hhkaos/arcgis-js-api-starter-apps) - Collection of boilerplates to get started with the ArcGIS API for JavaScript 4.x.
+- [Esri/arcgis-js-vscode-snippets](https://github.com/Esri/arcgis-js-vscode-snippets) - Collection of Visual Studio Code snippets for common code patterns for the ArcGIS API for JavaScript.
+- [Esri/developer-support](https://github.com/Esri/developer-support) - Community samples to help be successful with all ArcGIS developer products (Python, NET, JavaScript, Android…).
+- [Esri/jsapi-resources](https://github.com/Esri/jsapi-resources) - A collection of resources for developers using the ArcGIS API for JavaScript.
+- [Esri/pyprt-examples](https://github.com/Esri/pyprt-examples) - Example for PyPRT (Python Bindings for the CityEngine SDK).
+- [esri-loader Examples](https://github.com/Esri/esri-loader#examples) - Examples of how to use the ArcGIS API for JavaScript via esri-loader in applications built with React, Angular, Vue, and other frameworks.
+- [EsriDevEvents](https://github.com/esridevevents) - Supplemental source code, example projects, and resources supporting Esri Developer Summits, Developer Day at Esri UC, FedGIS, #GeoDev webinars, meetups, etc.
+- [esrinederland/CoolMaps](https://github.com/esrinederland/CoolMaps) - Shows cool example maps you can use.
+- [esrinederland/CoolScripts](https://github.com/esrinederland/CoolScripts) - Esri Netherlands scripts and snippets for reuse.
+- [RalucaNicola/code-snippets-arcgis-api-js](https://github.com/RalucaNicola/code-snippets-arcgis-api-js) - A collection of code snippets for ArcGIS API for JavaScript.
+
+
+## Data conversion tools
+
+- [arcgis-json-to-geojson](https://github.com/gavinr/arcgis-json-to-geojson) - Convert layer in ArcGIS JSON spec to GeoJSON spec.
+- [csv2geojson](https://viglino.github.io/ol-ext/examples/misc/csv2geojson.html) - Convert points from CSV format to GeoJSON.
+- [Distillery](http://shancarter.github.io/distillery/) - Web application to simplify and project TopoJSON.
+- [Feature Service Layer](https://developers.arcgis.com/rest/services-reference/enterprise/query-feature-service-layer-.htm) - Use the `maxAllowableOffset` parameter to return generalized geometries with the `query` operation.
+- [Generalize method](https://bit.ly/2VNPkuO) - GeometryEngine can produce a geometry with fewer vertices programatically. Several APIs supports it: JavaScript, iOS, Android, .NET, Qt and Java.
+- [gdal](https://github.com/OSGeo/gdal) - Translator library for raster and vector geospatial data formats.
+- [geojson2svg](https://github.com/w8r/geojson2svg) - Render GeoJSON into SVG using inline or external stylesheet.
+- [geojsonio](https://github.com/ropensci/geojsonio) - Convert many data formats to and from GeoJSON and TopoJSON.
+- [gpxstudio](https://github.com/gpxstudio/gpxstudio.github.io) - Online and open source GPX file editor.
+- [gtfs2geojson](https://github.com/node-geojson/gtfs2geojson) - Convert GTFS data into GeoJSON.
+- [img2geojson](https://github.com/caseymm/img2geojson/) - Drag an image onto a map, trace the paths you need, and export as GeoJSON.
+- [Koop](https://koopjs.github.io) - JavaScript toolkit for connecting spatial APIs. Transform geospatial data on the fly and serve as GeoJSON, vector tiles, feature services and more.
+- [loam](https://github.com/azavea/loam) - JavaScript wrapper for GDAL in the browser.
+- [PostGIS ST_Simplify](https://postgis.net/docs/ST_Simplify.html) - This operation returns a "simplified" version of the given geometry using the Douglas-Peucker algorithm.
+- [terraformer](https://github.com/terraformer-js/terraformer) - Convert ArcGIS JSON to and from GeoJSON, convert WKT geometries to and from GeoJSON geometries, and other formats.
+- [togeojson](https://mapbox.github.io/togeojson/) - Convert KML and GPX to GeoJSON, without the fuss.
+- [tokml](https://github.com/mapbox/tokml) - Convert GeoJSON to KML.
+
+## Data integration tools
+
+- [ArcGIS Data Interoperability Extension](https://esri-es.github.io/awesome-arcgis/arcgis/products/extensions/data-interoperability/) - Desktop tool to transform +400 data formats.
+- [FME Server](https://www.safe.com/integrate/) - ETL allowing to easily transform almost any dataset into an ArcGIS compatible format and vice-versa. Support for 500+ formats and technologies.
+- [Integromat](https://www.integromat.com/en/integrations/survey123) - iPaaS to automate repetitive tasks involved in using Survey123 and make your work easier.
+- [node-red-contrib-arcgis-rest](https://flows.nodered.org/node/node-red-contrib-arcgis-rest) - Query, delete, update or insert data with low-code programming for event-driven applications of the JS Foundation.
+- [Zapier for ArcGIS](https://marketplace.arcgis.com/listing.html?id=5ab7936269f8449b82b0f5c78695ab38) - iPaaS to automate integrations without writing any code.
+- [Tray.io](https://tray.io/connectors/arcgis-integrations) - Manual, scheduled and webhook triggers to apply edits, get features, layers, etc. using Tray Platform's ArcGIS connector.
+
+## Debugging tools
+
+- [Fiddler Classic](https://www.telerik.com/fiddler/fiddler-classic) - Windows tool that logs HTTP(s) network traffic.
+- [GeoJSONLint](https://geojsonlint.com/) - Validate and view your GeoJSON.
+- [json-schema.org](https://json-schema.org/) - Vocabulary that allows you to annotate and validate JSON documents (include multiple validators).
+- [mapbox/geojson-vt/debug](http://mapbox.github.io/geojson-vt/debug/) - Validate GeoJSON or TopoJSON.
+- [Postman interceptor](https://www.postman.com/product/postman-interceptor/) - Interceptor enables you to sync cookies from your browser and capture network requests directly from Chrome.
+- [test-cors.org](https://test-cors.org) - App to test CORS requests. You can either send the CORS request to a remote server (to test if CORS is supported), or send the CORS request to a test server (to explore certain features of CORS).
+- [netbalancer.com](https://netbalancer.com/) - Windows application for local network traffic control and monitoring.
+
+## Design and styling
+
+- Best practices, books, videos and training:
+ - [Cartography and Making Stunning Maps](https://www.youtube.com/watch?v=AGf_DjZZwXc) - Short video showing some examples on what can be achieved using different blend modes effects.
+ - [How to style using ArcGIS Online](https://www.youtube.com/watch?v=6vy-kVkIcRg&list=PLPjPOZQjCWEn6ezKrwN11L8NWhZ2JdpYd) - Playlist with a collection of short videos showcasing some ArcGIS styling capabilities.
+ - [Photoshop-style Graphics Effects for Your Layers and Data](https://www.youtube.com/watch?v=crmWm80hwKI) - Video explaining how to use blend modes as well as layer and feature effects to create unique and stunning web maps using the ArcGIS API for JavaScript 4.x.
+ - [MapUIPatterns](https://www.mapuipatterns.com/) - Best practices & design principles. UI Patterns describe solutions to observed and recurring design problems.
+- Developer tools:
+ - [Calcite Design System](https://developers.arcgis.com/calcite-design-system/) - Collection of mapping icons, web components, and good practices.
+- GUIs:
+ - [ArcGIS Vector Tile Style Editor](https://developers.arcgis.com/documentation/mapping-apis-and-services/tools/vector-tile-style-editor/) - Style vector tile basemap layers for applications.
+ - [arcgis-vectortile-style-editor](https://github.com/Esri/arcgis-vectortile-style-editor) - Minimalistic tool to update the styles of Esri Vector Basemaps through JSON.
+ - [EsriUK mapstyler](https://github.com/EsriUK/mapstyler) - Quickly style an Esri vector tile layer using an image.
+
+## Developer guides
+
+- [Content management](https://developers.arcgis.com/documentation/mapping-apis-and-services/content-management/) - Store, manage, and access private and public content.
+- [Data hosting](https://developers.arcgis.com/documentation/mapping-apis-and-services/data-hosting/) - Store, manage, and access your data as data services.
+- [Demographics](https://developers.arcgis.com/documentation/mapping-apis-and-services/demographics/) - Discover local facts and demographic information with the GeoEnrichment service.
+- [Maps](https://developers.arcgis.com/documentation/mapping-apis-and-services/maps/) - Display 2D maps and 3D scenes using the basemap layer service and data services.
+- [Offline](https://developers.arcgis.com/documentation/mapping-apis-and-services/offline/) - Display, analyze, and edit data while disconnected.
+- [Routing](https://developers.arcgis.com/documentation/mapping-apis-and-services/routing/) - Find routes and directions with the routing service.
+- [Search](https://developers.arcgis.com/documentation/mapping-apis-and-services/search/) - Search for addresses, businesses, and places of interest (POIs) with the geocoding service.
+- [Security and authentication](https://developers.arcgis.com/documentation/mapping-apis-and-services/security/) - Access services and content using API keys and OAuth 2.0.
+- [Visualization](https://developers.arcgis.com/documentation/mapping-apis-and-services/visualization/) - Style layers to visualize data in 2D and 3D.
+
+## Helpers
+
+- [arcgis-geometry-calculations](https://github.com/hhkaos/arcgis-geometry-calculations) - Web application to create and grab ArcGIS geometry calculations.
+- [arcgis-js-api-camera-helper](https://github.com/gavinr/arcgis-js-api-camera-helper) - Web application to get the camera position JSON object for 3D web apps in the ArcGIS API for JavaScript 4.x.
+- [arcgis-js-api-extent-helper](https://github.com/gavinr/arcgis-js-api-extent-helper) - Web application to get the map extent JSON object for web apps in the ArcGIS API for JavaScript 4.x.
+- [ArcGIS JS API Module Butler](https://marketplace.visualstudio.com/items?itemName=ScottDavis.vscode-arcgis-js-api-module-butler&ssr=false#overview) - VSCode extension for quickly adding ES import statements for the @arcgis/core package without leaving your current code context.
+- [epsg.io](https://github.com/maptiler/) - Website to discover and transform coordinate systems from all over the world.
+- [esri-loader](https://github.com/Esri/esri-loader) - A tiny library to help you lazy-load the ArcGIS API for JavaScript (i.e. from the CDN) in applications built with popular JavaScript frameworks and bundlers.
+- [esri-loader-hooks](https://github.com/tomwayson/esri-loader-hooks) - Custom React hooks for using the ArcGIS API for JavaScript with esri-loader.
+- [geojson-random-generator](https://github.com/erick-otenyo/geojson-random-generator) - Generate and download random GeoJSON quickly for testing.
+- [reducegeojson](https://github.com/radical-data/reducegeojson) - A tool to reduce the file size of GeoJSON files for web optimisation.
+- [histogrand](https://github.com/hhkaos/histogrand) - Random value generator according to customized histograms.
+- [mercator-geographic-converter](https://github.com/hhkaos/mercator-geographic-converter/) - Simple coordinate converter between Geographic units (latitude, longitude) and Mercator units (x, y).
+- [react-sceneview](https://github.com/Esri/react-sceneview) - A simple Esri SceneView react component that builds on the ArcGIS API for JavaScript.
+- [bboxfinder](http://bboxfinder.com/) - Simple web application to get the coordinates of a bounding box drawn on the map.
+- [snippets client side raster functions](https://ubatsukh.github.io/arcgis-js-api-demos/clientside-rasterfunctions/index.html) - The client-side raster functions are operations that apply processing directly to the source image pixels.
+
+## Map and data exploration
+
+- [ArcGIS Map Viewer](https://www.arcgis.com/apps/mapviewer/index.html) - Web application to create, explore, and share web maps for 2D applications.
+- [ArcGIS Map Viewer (classic version)](https://arcgis.com/home/webmap/viewer.html) - Web application to create, explore, and share web maps for 2D applications.
+- [ArcGIS Scene Viewer](https://www.arcgis.com/home/webscene/viewer.html) - Web application to create, explore, and share web maps for 3D applications.
+- [Geo Data Viewer](https://marketplace.visualstudio.com/items?itemName=RandomFractalsInc.geo-data-viewer) - VSCode extension for Geo Data Analytics. Support to generate and view maps.
+- [geojson.io](https://github.com/mapbox/geojson.io) - Web application to visualize, generate and edit geospatial vector data. Supports GeoJSON, TopoJSON, CSV, KML, WKT, and shapefile.
+- [Mapshaper](https://github.com/mbloch/mapshaper) - Web application to simplify shapes, edit attribute data, clipp, erase, dissolve, filter, etc. Supported file formats: Shapefile, GeoJSON, TopoJSON and CSV files.
+- [Smart Mapping](https://www.esri.com/en-us/smart-mapping) - It is built-in in the Map and Scene viewer, but some APIs like JavaScript and Python also provide utilities to help building data explorations tools.
+- [VSCode Map Preview](https://marketplace.visualstudio.com/items?itemName=jumpinjackie.vscode-map-preview) - Extension for visually previewing geospatial file content (GeoJSON, KML, etc) on a map.
+
+## Playgrounds
+
+- [arcgis-arcade-playground](https://developers.arcgis.com/arcade/playground/) - Try the portable scripting language for creating ArcGIS custom visualizations and labeling expressions.
+- [cim-symbol-builder](https://github.com/Esri/cim-symbol-builder-js) - Generate CIM symbols to work with ArcGIS client APIs and feature services.
+- [geometry-inspector](http://brianbunker.github.io/geometry-inspector/) - Quickly show EsriJSON, GeoJSON, or WKT on a map, or draw on a map to get EsriJSON, GeoJSON, or WKT.
+- [js-symbol-playground 3.x](https://developers.arcgis.com/javascript/3/samples/playground/index.html) - Generate symbols to work with the ArcGIS API for JavaScript 3.x.
+- [js-symbol-playground 4.x](https://developers.arcgis.com/javascript/latest/sample-code/playground/live/) - Generate symbols to work with the ArcGIS API for JavaScript 4.x.
+- [Postman workspaces](https://www.postman.com/esridevs) - Postman collections to experiment with location services and authentication.
+
+## Spatial Analysis
+
+- [Esri/gis-tools-for-hadoop](https://github.com/Esri/gis-tools-for-hadoop) - Collection of GIS tools for spatial analysis of big data.
+- [Esri/spatial-framework-for-hadoop](https://github.com/Esri/spatial-framework-for-hadoop) - Allows developers and data scientists to use the Hadoop data processing system for spatial data analysis.
+- [Client-side Geometry Engine](https://esri-es.github.io/arcgis-search/?search=geometry+engine&utm_source=chrome-extension#gsc.tab=0&gsc.q=geometry%20engine%20site:developers.arcgis.com&gsc.sort=) - Allows you to test spatial relationships, calculate new geometries, and measure lengths, areas, distances, etc.
+ - [ArcGIS API for JavaScript `geometryEngine`](https://developers.arcgis.com/javascript/latest/api-reference/esri-geometry-geometryEngine.html) - Works for browsers and Node.js.
+ - [ArcGIS API for Python `arcgis.geometry`](https://developers.arcgis.com/python/api-reference/arcgis.geometry.html)
+ - [ArcGIS Runtime API for .NET `GeometryEngine`](https://developers.arcgis.com/net/api-reference/api/netwin/Esri.ArcGISRuntime/Esri.ArcGISRuntime.Geometry.GeometryEngine.html)
+ - [ArcGIS Runtime API for Android `GeometryEngine`](https://developers.arcgis.com/android/api-reference/reference/com/esri/arcgisruntime/geometry/GeometryEngine.html)
+ - [ArcGIS Runtime API for iOS `AGSGeometryEngine`](https://developers.arcgis.com/ios/api-reference/interface_a_g_s_geometry_engine.html)
+ - [ArcGIS Runtime API for Java `GeometryEngine`](https://developers.arcgis.com/java/api-reference/reference/com/esri/arcgisruntime/geometry/GeometryEngine.html)
+ - [ArcGIS Runtime API for Qt `GeometryEngine`](https://developers.arcgis.com/qt/cpp/api-reference/esri-arcgisruntime-geometryengine.html)
+
+- [Spatial analysis service](https://developers.arcgis.com/rest/analysis/api-reference/getting-started.htm) - Process spatial datasets to discover relationships and patterns.
+- [Turf.js](https://www.npmjs.com/package/@turf/simplify) - Geospatial analysis for browsers and Node.js.
+
+## Specifications
+
+- [Cartographic Information Model spec](https://github.com/Esri/cim-spec) - Map content specification used to persist and transfer cartographic descriptions of GIS datasets represented in JSON.
+- [Common data types](https://developers.arcgis.com/documentation/common-data-types/geometry-objects.htm) - JSON formats of the geometry and spatial reference objects as returned by ArcGIS REST API: Point, Multipoint, Polyline, Polygon and Envelope.
+- [GeoServices spec](https://github.com/koopjs/FeatureServer) - Open Web Foundation REST-based API that provides a complete access to structured geospatial data used by Esri.
+- [Indexed 3D Scene Layers](https://github.com/Esri/i3s-spec) - Service and package standard of containers for arbitrarily large amounts of geographic data.
+- [Shapefile Format](https://www.esri.com/content/dam/esrisites/sitecore-archive/Files/Pdfs/library/whitepapers/pdfs/shapefile.pdf) - Spec for the geospatial vector data format for GIS software.
+- [Spatial reference specifications](https://developers.arcgis.com/documentation/spatial-references/#spatial-reference-specifications) - List of Well-Known ID (WKID) integer value or a text string definition referred to as Well-Known Text (WKT) to define a spatial reference.
+- [Tile Package Specification](https://github.com/Esri/tile-package-spec) - Compressed file containing a set of tiles and a tiling scheme, which can be used as a basemap in ArcGIS applications.
+- [Web Map spec](https://developers.arcgis.com/web-map-specification/) - Sharable 2D maps. It describes the JSON object which defines a web map.
+- [Web Scene spec](https://developers.arcgis.com/web-scene-specification/) - A JSON structure that defines the contents (viewpoint, camera, basemap layer, layers, styles, etc.) for a shareable 3D scene.
+
+## Starter apps and CLIs
+
+- [@arcgis/cli](https://github.com/Esri/arcgis-js-cli) - Quickly scaffold various applications for the ArcGIS API for JavaScript.
+- [generator-esri-appbuilder-js](https://github.com/Esri/generator-esri-appbuilder-js) - Yeoman generator to help customize Esri's Web AppBuilder.
+- [koop-cli](https://github.com/koopjs/koop-cli) - Tool to scaffold Koop applications and plugins.
+
+---
+
+
+**Related awesome lists**
+
+- [awesome-arcgis](https://github.com/esri-es/awesome-arcgis/) - Awesome list with a wiki flavor with resources about Esri and ArcGIS organized by: products, industries, file formats, content providers, etc.
+- [awesome-earthobservation-code](https://github.com/acgeospatial/awesome-earthobservation-code) - Tools, tutorials, code, helpful projects and links about Earth Observation and Geospatial stuff.
+- [awesome-geojson](https://github.com/tmcw/awesome-geojson) - GeoJSON utilities: operations,editors & viewers, validation, services, conversion, etc.
+- [awesome-geospatial](https://github.com/sacridini/Awesome-Geospatial) - Databases, radar, lidar, web map development, etc.
+- [awesome-gis](https://github.com/sshuair/awesome-gis) - GIS, remote sensing, 3D apps, Web Map Servers, Geospatial libraries, Open Standards, data, etc.
+- [awesome-json-datasets](https://github.com/jdorfman/awesome-json-datasets) - JSON datasets that don't require authentication about: climate, crime, goverment, NASA, travel, etc.
+- [awesome-open-geoscience](https://github.com/softwareunderground/awesome-open-geoscience) - Curated from repositories that make our lives as geoscientists, hackers, and data wranglers easier or just more awesome.
+- [awesome-public-datasets](https://github.com/awesomedata/awesome-public-datasets) - A topic-centric list of high-quality open datasets.
+- [awesome-remote-sensing-change-detection](https://github.com/wenhwu/awesome-remote-sensing-change-detection) - List of datasets, codes, and contests related to remote sensing change detection.
+- [awesome-satellite-imagery-datasets](https://github.com/chrieke/awesome-satellite-imagery-datasets) - List of satellite image training datasets with annotations for computer vision and deep learning.
+- [awesome-semantic-segmentation](https://github.com/mrgloom/awesome-semantic-segmentation) - Networks by architecture (semantic segmentation, instance aware segmentation, etc.), RNN, GANS, datasets, and more.
+- [awesome-vector-tiles](https://github.com/mapbox/awesome-vector-tiles) - Implementations of the Mapbox Vector Tile specification: parsers & generators, clients, apps and command line tools, CLI utilities, servers, etc.
+
+
+**Issues**
+
+Any open issues are fair game. Even just telling us what you want to see would be extremely helpful!
+
+You can [file an issue](https://github.com/ArcGIS/awesome-arcgis-developer/issues/new) to request or suggest a specific resource.
+
+
+**Contributing**
+
+Esri welcomes contributions from anyone and everyone. You can [issue a pull request](https://github.com/ArcGIS/awesome-arcgis-developer/pulls) to propose an update, but before doing it, please:
+
+- Check the [contributing guidelines for this repo](https://github.com/Esri/awesome-arcgis-developer/blob/main/CONTRIBUTING.md).
+- Take a look at [previously logged issues](https://github.com/ArcGIS/awesome-arcgis-developer/issues).
+
+For more information please see our [guidelines for contributing](https://github.com/esri/contributing).
+
+
+
+**Footnotes**
+
+Copyright 2022 Esri
diff --git a/readmes/armexploitation b/readmes/armexploitation
new file mode 100644
index 0000000..d501fc9
--- /dev/null
+++ b/readmes/armexploitation
@@ -0,0 +1,83 @@
+# Awesome ARM Exploitation
+
+[](https://github.com/sindresorhus/awesome)
+
+A collection of awesome videos, articles, books, tools and resources about ARM exploitation.
+
+## Contents
+* [Conference Talks / Videos](#conference-talks--videos)
+* [Articles / Papers](#articles--papers)
+* [Resources](#resources)
+* [CTF / Training Binaries](#ctf--training-binaries)
+* [Books](#books)
+* [Tools](#tools)
+* [Courses](#courses)
+* [Related Awesome Lists](#related-awesome-lists)
+* [Contributing](#contributing)
+
+## Conference Talks / Videos
+* [Exploitation on ARM](https://www.youtube.com/watch?v=kykVyJ0dm8Y) - Itzhak Avraham - Defcon 18 (2010)
+* [ARM Exploitation ROPMAP](https://www.youtube.com/watch?v=VDyf_tJ8IUg) - Long Le - Blackhat USA (2011)
+* [Advanced ARM Exploitation](https://www.youtube.com/watch?v=gdsPydfBfSA) - Stephen Ridley & Stephen Lawler - Blackhat USA (2012)
+* [ARM Assembly and Shellcode Basics](https://www.youtube.com/watch?v=BhjJBuX0YCU) - Saumil Shah - 44CON (2017)
+* [Heap Overflow Exploits for Beginners (ARM Exploitation Tutorial)](https://www.youtube.com/watch?v=L8Ya7fBgEzU) - Billy Ellis (2017)
+* [Introduction to Exploitation on ARM64](https://www.youtube.com/watch?v=xVyH68HFsQU) - Billy Ellis - Codetalks (2018)
+* [Make ARM Shellcode Great Again](https://www.youtube.com/watch?v=9tx293lbGuc) - Saumil Shah - Hack.lu (2018)
+* [ARM Memory Tagging, how it improves C++ memory safety](https://www.youtube.com/watch?v=iP_iHroclgM) - Kostya Serebryany - LLVM (2018)
+* [Breaking Samsung's ARM Trustzone](https://i.blackhat.com/USA-19/Thursday/us-19-Peterlin-Breaking-Samsungs-ARM-TrustZone.pdf)
+* [Hacker Nightmares: Giving Hackers a Headache with Exploit Mitigations](https://www.youtube.com/watch?v=riQ-WyYrxh4) - Azeria - Virtual Arm Research Summit (2020)
+
+## Articles / Papers
+* [ARM Assembly Basics Series](https://azeria-labs.com/writing-arm-assembly-part-1/) - Azeria
+* [ARM Binary Exploitation Series](https://azeria-labs.com/writing-arm-shellcode/) - Azeria
+* [Smashing the ARM Stack](https://www.merckedsecurity.com/blog/smashing-the-arm-stack-part-1) - Mercked Security
+* [Introduction to ARMv8 64-bit Architecture](https://quequero.org/2014/04/introduction-to-arm-architecture/) - pnuic
+* [Alphanumeric RISC ARM Shellcode](http://phrack.org/issues/66/12.html) - (Phrack) - Yves Younan, Pieter Philippaerts
+* [Return-Oriented Programming on a Cortex-M Processor](https://ieeexplore.ieee.org/document/8029521)
+* [3or ARM Exploitation Series](https://blog.3or.de/arm-exploitation-return-oriented-programming.html) - Dimitrios Slamaris
+* [Developing StrongARM/Linux Shellcode](http://www.phrack.com/issues/58/10.html) - (Phrack) - funkysh
+* [Reversing and Exploiting ARM Binaries](http://www.mathyvanhoef.com/2013/12/reversing-and-exploiting-arm-binaries.html) - Mathy Vanhoef
+* [ARM Exploitation for IoT Series](https://quequero.org/2017/07/arm-exploitation-iot-episode-1/) - Andrea Sindoni
+* [Reverse Engineering of ARM Microcontrollers](https://rdomanski.github.io/Reverse-engineering-of-ARM-Microcontrollers/) - Rdomanski
+* [ARM64 Reversing and Exploitation Part 1 - ARM Instruction Set + Simple Heap Overflow
+](http://highaltitudehacks.com/2020/09/05/arm64-reversing-and-exploitation-part-1-arm-instruction-set-heap-overflow/) - HighAltitudeHacks
+
+## Resources
+
+* [ARM Architecture Reference Manual](http://infocenter.arm.com/help/index.jsp?topic=/com.arm.doc.subset.architecture.reference/index.html)
+* [Online ARM Assembler](https://azm.azerialabs.com/)
+* [ARM TEE Reversing and Exploitation](https://github.com/enovella/TEE-reversing)
+
+## CTF / Training Binaries
+
+* [Exploit Me](https://github.com/bkerler/exploit_me)
+* [Exploit Challenges](https://github.com/Billy-Ellis/Exploit-Challenges)
+* [Azeria ARM Lab](https://azeria-labs.com/emulate-raspberry-pi-with-qemu/)
+
+## Books
+
+* [Practical Reverse Engineering](https://www.wiley.com/en-us/Practical+Reverse+Engineering%3A+x86%2C+x64%2C+ARM%2C+Windows+Kernel%2C+Reversing+Tools%2C+and+Obfuscation-p-9781118787311) (Chapter 2) - Bruce Dang, Alexandre Gazet and Elias Bachalany
+* [Beginners Guide to Exploitation on ARM](https://zygosec.com/book.html) - Volumes 1 & 2 - Billy Ellis
+* [ARM Assembly Language: Fundamentals & Techniques](https://www.amazon.co.uk/ARM-Assembly-Language-Fundamentals-Techniques/dp/1439806101) - William Hohl
+
+## Tools
+
+* [Ropper](https://github.com/sashs/Ropper)
+
+## Courses
+
+* [Azeria ARM Training](https://training.azeria-labs.com/)
+* [Pentest Academy ARM Assembly](https://www.pentesteracademy.com/course?id=46)
+* [Pentest Academy Reverse Engineering for ARM Platforms](https://www.pentesteracademy.com/course?id=49)
+* [IHackArm Offensive ARM Exploitation](https://ihackarm.com/)
+
+## Related Awesome Lists
+
+* [Awesome Android Security](https://github.com/ashishb/android-security-awesome)
+* [Awesome iOS Security](https://github.com/ashishb/osx-and-ios-security-awesome)
+* [Awesome IoT Hacks](https://github.com/nebgnahz/awesome-iot-hacks)
+* [Awesome Exploit Development](https://github.com/FabioBaroni/awesome-exploit-development)
+
+## [Contributing](CONTRIBUTING.md)
+
+Your contributions are always welcome!
diff --git a/readmes/artificialintelligence b/readmes/artificialintelligence
new file mode 100644
index 0000000..083de5e
--- /dev/null
+++ b/readmes/artificialintelligence
@@ -0,0 +1,232 @@
+# Awesome Artificial Intelligence (AI) [](https://github.com/sindresorhus/awesome)
+
+This is a curated list of Artificial Intelligence (AI) tools, courses, books, lectures, and papers. AI, or Artificial Intelligence, is a branch of computer science focused on creating machines that can perform tasks requiring human-like intelligence. These tasks include learning, reasoning, problem-solving, understanding natural language, and recognizing patterns. AI aims to mimic human cognitive functions, making machines capable of improving their performance based on experience, adapting to new inputs, and performing human-like tasks.
+
+Contributions are welcome. Connect on [LinkedIn](https://www.linkedin.com/in/owainlewis82/) or [X](https://twitter.com/owainlewis).
+
+
+
+## Contents
+
+1. [Tools](#tools)
+2. [Courses](#courses)
+3. [Books](#books)
+4. [Programming](#programming)
+5. [Philosophy](#philosophy)
+6. [Free Content](#free-content)
+7. [Code](#code)
+8. [Videos](#videos)
+9. [Learning](#learning)
+10. [Organizations](#organizations)
+11. [Journals](#journals)
+12. [Competitions](#competitions)
+13. [Newsletters](#newsletters)
+14. [Misc](#misc)
+
+## Tools
+* [Chat GPT](https://chat.openai.com/) ChatGPT is a free-to-use AI system. It allows users to engage in conversations, gain insights, automate tasks, and witness the future of AI all in one place.
+* [Gemini](https://gemini.google.com/) Gemini gives you direct access to Google AI. Get help with writing, planning, learning, and more.
+* [DALL·E 2](https://openai.com/dall-e-3) DALL·E 3 is an AI system that can create realistic images and art from a natural-language description.
+* [Sora](https://openai.com/sora) Sora is a text-to-video AI model that can create realistic and imaginative scenes from text instructions.
+* [Claude](https://www.anthropic.com/claude) Claude is a family of foundational AI models that can be used in various applications. You can talk directly with Claude at claude.ai to brainstorm ideas, analyze images, and process long documents
+
+## Courses
+* [Introduction to Artificial Intelligence (AI)](https://www.notion.so/owainlewis/Introduction-to-Artificial-Intelligence-AI-ef59b363654542e597ba46a19d129882?pvs=4) - A high-level introduction to AI from IBM on Coursera
+* [Introduction to Generative AI](https://www.coursera.org/learn/introduction-to-generative-ai) - A beginner-level introduction to Generative AI from Google on Coursera
+* [CS50’s Intro to Artificial Intelligence](https://cs50.harvard.edu/ai/2020) - This course explores the concepts and algorithms at the foundation of modern artificial intelligence
+* [MIT: Intro to Deep Learning](https://introtodeeplearning.com) - A seven-day bootcamp designed in MIT to introduce deep learning methods and applications
+* [Deep Blueberry: Deep Learning book](https://mithi.github.io/deep-blueberry) - A free five-weekend plan for self-learners to learn the basics of deep-learning architectures like CNNs, LSTMs, RNNs, VAEs, GANs, DQN, A3C and more
+* [Spinning Up in Deep Reinforcement Learning](https://spinningup.openai.com/) - A free deep reinforcement learning course by OpenAI
+* [MIT Artificial Intelligence Videos](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos) - MIT AI Course
+* [Grokking Deep Learning in Motion](https://www.manning.com/livevideo/grokking-deep-learning-in-motion?a_aid=algmotion&a_bid=5d7bc0ba) - Beginner's course to learn deep learning and neural networks without frameworks.
+* [Intro to Artificial Intelligence](https://www.udacity.com/course/cs271) - Learn the Fundamentals of AI. Course run by Peter Norvig
+* [EdX Artificial Intelligence](https://www.edx.org/course/artificial-intelligence-uc-berkeleyx-cs188-1x-0#.VMeIsmSsVkg) - The course will introduce the basic ideas and techniques underlying the design of intelligent computer systems
+* [Artificial Intelligence For Robotics](https://www.class-central.com/mooc/319/udacity-artificial-intelligence-for-robotics) - This class will teach you basic methods in Artificial Intelligence, including probabilistic inference, planning and search, localization, tracking and control, all with a focus on robotics
+* [Machine Learning](https://class.coursera.org/ml-008) - Basic machine learning algorithms for supervised and unsupervised learning
+* [Deep Learning](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187) - An Introductory course to Deep Learning using TensorFlow.
+* [Stanford Statistical Learning](http://online.stanford.edu/course/statistical-learning-winter-2014) - Introductory course on machine learning focusing on linear and polynomial regression, logistic regression and linear discriminant analysis; cross-validation and the bootstrap, model selection and regularization methods (ridge and lasso); nonlinear models, splines and generalized additive models; tree-based methods, random forests and boosting; support-vector machines.
+* [Knowledge Based Artificial Intelligence](https://www.udacity.com/course/knowledge-based-ai-cognitive-systems--ud409) - Georgia Tech's course on Artificial Intelligence focussing on Symbolic AI.
+* [Deep RL Bootcamp Lectures](https://sites.google.com/view/deep-rl-bootcamp/lectures) - Deep Reinforcement Bootcamp Lectures - August 2017
+* [Machine Learning Crash Course By Google](https://developers.google.com/machine-learning/crash-course/ml-intro) Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.
+* [Python Class By Google](https://developers.google.com/edu/python/) This is a free class for people with a little bit of programming experience who want to learn Python. The class includes written materials, lecture videos, and lots of code exercises to practice Python coding.
+* [Deep Learning Crash Course](https://www.manning.com/livevideo/deep-learning-crash-course) In this liveVideo course, machine learning expert Oliver Zeigermann teaches you the basics of deep learning.
+* [Artificial Intelligence: A Modern Approach](http://www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597) - Stuart Russell & Peter Norvig
+ * Also consider browsing the [list of recommended reading](http://aima.cs.berkeley.edu/books.html), divided by each chapter in "Artificial Intelligence: A Modern Approach".
+* [Paradigms Of Artificial Intelligence Programming: Case Studies in Common Lisp](http://www.amazon.com/exec/obidos/ASIN/1558601910) - Paradigms of AI Programming is the first text to teach advanced Common Lisp techniques in the context of building major AI systems
+* [Reinforcement Learning: An Introduction](http://www.freetechbooks.com/reinforcement-learning-an-introduction-second-edition-draft-t1282.html) - This introductory textbook on reinforcement learning is targeted toward engineers and scientists in artificial intelligence, operations research, neural networks, and control systems, and we hope it will also be of interest to psychologists and neuroscientists.
+* [The Cambridge Handbook Of Artificial Intelligence](http://www.amazon.com/Cambridge-Handbook-Artificial-Intelligence/dp/0521691915) - Written for non-specialists, it covers the discipline's foundations, major theories, and principal research areas, plus related topics such as artificial life
+* [The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind ](http://www.amazon.com/gp/product/0743276647) - In this mind-expanding book, scientific pioneer Marvin Minsky continues his groundbreaking research, offering a fascinating new model for how our minds work
+* [Artificial Intelligence: A New Synthesis](http://www.amazon.com/Artificial-Intelligence-Synthesis-Nils-Nilsson/dp/1558604677) - Beginning with elementary reactive agents, Nilsson gradually increases their cognitive horsepower to illustrate the most important and lasting ideas in AI
+* [On Intelligence](http://www.amazon.com/Jeff-Hawkins/e/B001KHNZ7C/ref=sr_ntt_srch_lnk_11?qid=1435480927&sr=8-11) - Hawkins develops a powerful theory of how the human brain works, explaining why computers are not intelligent and how, based on this new theory, we can finally build intelligent machines. Also audio version available from audible.com
+* [How To Create A Mind](http://www.amazon.com/How-Create-Mind-Thought-Revealed/dp/0143124048/ref=pd_sim_14_3?ie=UTF8&refRID=0QY72H7NGRYH79R7S3K7) - Kurzweil discusses how the brain works, how the mind emerges, brain-computer interfaces, and the implications of vastly increasing the powers of our intelligence to address the world’s problems
+* [Deep Learning](http://www.deeplearningbook.org/) - Goodfellow, Bengio and Courville's introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.
+* [The Elements of Statistical Learning: Data Mining, Inference, and Prediction](https://web.stanford.edu/~hastie/ElemStatLearn/) - Hastie and Tibshirani cover a broad range of topics, from supervised learning (prediction) to unsupervised learning including neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book.
+* [Deep Learning and the Game of Go](https://www.manning.com/books/deep-learning-and-the-game-of-go) - Deep Learning and the Game of Go teaches you how to apply the power of deep learning to complex human-flavored reasoning tasks by building a Go-playing AI. After exposing you to the foundations of machine and deep learning, you'll use Python to build a bot and then teach it the rules of the game.
+* [Deep Learning for Search](https://www.manning.com/books/deep-learning-for-search) - Deep Learning for Search teaches you how to leverage neural networks, NLP, and deep learning techniques to improve search performance.
+* [Deep Learning with PyTorch](https://www.manning.com/books/deep-learning-with-pytorch) - PyTorch puts these superpowers in your hands, providing a comfortable Python experience that gets you started quickly and then grows with you as you—and your deep learning skills—become more sophisticated. Deep Learning with PyTorch will make that journey engaging and fun.
+* [Deep Reinforcement Learning in Action](https://www.manning.com/books/deep-reinforcement-learning-in-action) - Deep Reinforcement Learning in Action teaches you the fundamental concepts and terminology of deep reinforcement learning, along with the practical skills and techniques you’ll need to implement it into your own projects.
+* [Grokking Deep Reinforcement Learning](https://www.manning.com/books/grokking-deep-reinforcement-learning) - Grokking Deep Reinforcement Learning introduces this powerful machine learning approach, using examples, illustrations, exercises, and crystal-clear teaching.
+* [Fusion in Action](https://www.manning.com/books/fusion-in-action) - Fusion in Action teaches you to build a full-featured data analytics pipeline, including document and data search and distributed data clustering.
+* [Real-World Natural Language Processing](https://www.manning.com/books/real-world-natural-language-processing) - Early access book on how to create practical NLP applications using Python.
+* [Grokking Machine Learning](https://www.manning.com/books/grokking-machine-learning) - Early access book that introduces the most valuable machine learning techniques.
+* [Succeeding with AI](https://www.manning.com/books/succeeding-with-ai) - An introduction to managing successful AI projects and applying AI to real-life situations.
+* [Elements of AI (Part 1) - Reaktor/University of Helsinki](https://www.elementsofai.com/) - An Introduction to AI is a free online course for everyone interested in learning what AI is, what is possible (and not possible) with AI, and how it affects our lives – with no complicated math or programming required.
+* [Essential Natural Language Processing](https://www.manning.com/books/essential-natural-language-processing) - A hands-on guide to NLP with practical techniques, numerous Python-based examples and real-world case studies.
+* [Kaggle's micro courses](https://www.kaggle.com/learn/overview) - A series of micro courses by offering practical and hands-on knowledge ranging from Python to Deep Learning.
+* [Transfer Learning for Natural Language Processing](https://www.manning.com/books/transfer-learning-for-natural-language-processing?utm_source=github&utm_medium=organic&utm_campaign=book_azunre_transfer_3_10_20) - A book that gets you up to speed with the relevant ML concepts and then dives into transfer learning for NLP.
+* (Stanford Deep Learning Series][https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb]
+* [Amazon Machine Learning Developer Guide](https://docs.aws.amazon.com/machine-learning/latest/dg/machinelearning-dg.pdf) - A book for ML developers which introduces the ML concepts & strategies with lots of practical usages.
+* [Machine Learning Observability Course](https://arize.com/blog-course/) - Self-guided course covers the intuition, math, and best practices for effective machine learning observability.
+* [Machine Learning for Humans](https://medium.com/machine-learning-for-humans/why-machine-learning-matters-6164faf1df12) - A series of simple, plain-English explanations accompanied by math, code, and real-world examples.
+
+## Books
+
+* [Machine Learning for Mortals (Mere and Otherwise)](https://www.manning.com/books/machine-learning-for-mortals-mere-and-otherwise) - Early access book that provides basics of machine learning and using R programming language.
+* [How Machine Learning Works](https://livebook.manning.com/book/how-machine-learning-works/welcome/v-5) - Mostafa Samir. Early access book that introduces machine learning from both practical and theoretical aspects in a non-threatening way.
+* [MachineLearningWithTensorFlow2ed](https://www.manning.com/books/machine-learning-with-tensorflow-second-edition) is a book on general-purpose machine learning techniques, including regression, classification, unsupervised clustering, reinforcement learning, autoencoders, convolutional neural networks, RNNs, and LSTMs, using TensorFlow 1.14.1.
+* [Serverless Machine Learning](https://www.manning.com/books/serverless-machine-learning-in-action) - a book for machine learning engineers on how to train and deploy machine learning systems on public clouds like AWS, Azure, and GCP, using a code-oriented approach.
+* [The Hundred-Page Machine Learning Book](http://themlbook.com/) - all you need to know about Machine Learning in a hundred pages, supervised and unsupervised learning, SVM, neural networks, ensemble methods, gradient descent, cluster analysis and dimensionality reduction, autoencoders and transfer learning, feature engineering and hyperparameter tuning.
+* [Trust in Machine Learning](https://www.manning.com/books/trust-in-machine-learning) - a book for experienced data scientists and machine learning engineers on how to make your AI a trustworthy partner. Build machine learning systems that are explainable, robust, transparent, and optimized for fairness.
+* [Generative AI in Action](https://www.manning.com/books/generative-ai-in-action) - A book that shows exactly how to add generative AI tools for text, images, and code, and more into your organization’s strategies and projects..
+
+## Programming
+
+* [Prolog Programming For Artificial Intelligence](http://www.amazon.com/Programming-Artificial-Intelligence-International-Computer/dp/0321417461) - This best-selling guide to Prolog and Artificial Intelligence concentrates on the art of using the basic mechanisms of Prolog to solve interesting AI problems.
+* [AI Algorithms, Data Structures and Idioms in Prolog, Lisp and Java](http://www.amazon.co.uk/Algorithms-Data-Structures-Idioms-Prolog/dp/0136070477) - [PDF here](https://pdfs.semanticscholar.org/f5c3/d7dbe4c47e310569a14d2338d0cb3d70a1bb.pdf)
+* [Python Tools for Machine Learning](https://www.cbinsights.com/blog/python-tools-machine-learning/)
+* [Python for Artificial Intelligence](https://wiki.python.org/moin/PythonForArtificialIntelligence)
+
+## Philosophy
+
+* [Super Intelligence](http://www.audible.co.uk/pd/Non-fiction/Superintelligence-Audiobook/B00LPMA33G) - Superintelligence asks the question: What happens when machines surpass humans in general intelligence?
+* [Our Final Invention: Artificial Intelligence And The End Of The Human Era](http://www.audible.co.uk/pd/Non-fiction/Our-Final-Invention-Audiobook/B00KLJMDH8) - Our Final Invention explores the perils of the heedless pursuit of advanced AI. Until now, human intelligence has had no rival. Can we coexist with beings whose intelligence dwarfs our own? And will they allow us to?
+* [How to Create a Mind: The Secret of Human Thought Revealed](http://www.audible.com/pd/Science-Technology/How-to-Create-a-Mind-Audiobook/B009S7OKJS/ref=a_search_c4_1_1_srTtl?qid=1422483493&sr=1-1) - Ray Kurzweil, director of engineering at Google, explored the process of reverse-engineering the brain to understand precisely how it works, then applies that knowledge to create vastly intelligent machines.
+* [Minds, Brains, And Programs](http://cogprints.org/7150/1/10.1.1.83.5248.pdf) - The 1980 paper by philosopher John Searle that contains the famous 'Chinese Room' thought experiment. It is probably the most famous attack on the notion of a Strong AI possessing a 'mind' or a 'consciousness', and it is an interesting reading for those interested in the intersection of AI and philosophy of mind.
+* [Gödel, Escher, Bach: An Eternal Golden Braid](http://www.amazon.com/G%C3%B6del-Escher-Bach-Eternal-Golden/dp/0465026567) - Written by Douglas Hofstadter and taglined "a metaphorical fugue on minds and machines in the spirit of Lewis Carroll", this incredible journey into the fundamental concepts of mathematics, symmetry and intelligence won a Pulitzer Prize for Non-Fiction in 1979. A major theme throughout is the emergence of meaning from seemingly 'meaningless' elements, like 1's and 0's, arranged in special patterns.
+* [Life 3.0: Being Human in the Age of Artificial Intelligence](https://www.goodreads.com/book/show/34272565-life-3-0) - Max Tegmark, professor of Physics at MIT, discusses how Artificial Intelligence may affect crime, war, justice, jobs, society and our very sense of being human both in the near and far future.
+
+## Free Content
+
+* [Foundations Of Computational Agents](http://artint.info/html/ArtInt.html) - This book is published by Cambridge University Press
+* [The Quest For Artificial Intelligence](http://ai.stanford.edu/~nilsson/QAI/qai.pdf) - This book traces the history of the subject, from the early dreams of eighteenth-century (and earlier) pioneers to the more successful work of today's AI engineers.
+* [Stanford CS229 - Machine Learning](https://see.stanford.edu/Course/CS229) - This course provides a broad introduction to machine learning and statistical pattern recognition.
+* [Computers and Thought: A practical Introduction to Artificial Intelligence](http://www.cs.bham.ac.uk/research/projects/poplog/computers-and-thought/) - The book covers computer simulation of human activities, such as problem-solving and natural language understanding; computer vision; AI tools and techniques; an introduction to AI programming; symbolic and neural network models of cognition; the nature of mind and intelligence; and the social implications of AI and cognitive science.
+* [Society of Mind](http://aurellem.org/society-of-mind/index.html) - Marvin Minsky's seminal work on how our mind works. Lot of Symbolic AI concepts have been derived from this basis.
+* [Artificial Intelligence and Molecular Biology](https://web.archive.org/web/20060627060706/http://www.biosino.org/mirror/www.aaai.org/Press/Books/Hunter/hunter-contents.html) - The current volume is an effort to bridge that range of exploration, from nucleotide to abstract concept, in contemporary AI/MB research.
+* [Brief Introduction To Educational Implications Of Artificial Intelligence](http://pages.uoregon.edu/moursund/Books/AIBook/index.htm) - This book is designed to help preservice and inservice teachers learn about some of the educational implications of current uses of Artificial Intelligence as an aid to solving problems and accomplishing tasks.
+* [Encyclopedia: Computational intelligence](http://www.scholarpedia.org/article/Encyclopedia:Computational_intelligence) - Scholarpedia is a peer-reviewed open-access encyclopedia written and maintained by scholarly experts from around the world.
+* [Ethical Artificial Intelligence](http://arxiv.org/abs/1411.1373) - a book by Bill Hibbard that combines several peer-reviewed papers and new material to analyze the issues of ethical artificial intelligence.
+* [Golden Artificial Intelligence](https://golden.com/wiki/Cluster%3A_Artificial_intelligence) - a cluster of pages on artificial intelligence and machine learning.
+* [R2D3](http://www.r2d3.us/) - A website with explanations on topics from Machine Learning to Statistics. All helped with beautifully animated infographics and real-life examples. Available in various languages.
+* [Modeling Agents with Probabilistic Programs](https://agentmodels.org/) - This book describes and implements models of rational agents for (PO)MDPs and Reinforcement Learning.
+
+## Code
+
+* [ExplainX](https://github.com/explainX/explainx)- ExplainX is a fast, lightweight, and scalable explainable AI framework for data scientists to explain any black-box model to business stakeholders.
+* [AIMACode](https://github.com/aimacode) - Source code for "Artificial Intelligence: A Modern Approach" in Common Lisp, Java, and Python. More to come.
+* [FANN](http://leenissen.dk/fann/wp/) - Fast Artificial Neural Network Library, native for C
+* [FARGonautica](https://github.com/Alex-Linhares/FARGonautica) - Source code of Douglas Hosftadter's Fluid Concepts and Creative Analogies Ph.D. projects.
+
+## Videos
+
+* [A tutorial on Deep Learning](http://videolectures.net/jul09_hinton_deeplearn)
+* [Basics of Computational Reinforcement Learning](http://videolectures.net/rldm2015_littman_computational_reinforcement)
+* [Deep Reinforcement Learning](http://videolectures.net/rldm2015_silver_reinforcement_learning)
+* [Intelligent agents and paradigms for AI](https://youtu.be/7o2GzSj86e8?t=3457)
+* [The Unreasonable Effectiveness Of Deep Learning](https://www.youtube.com/watch?v=sc-KbuZqGkI) - The Director of Facebook's AI Research, Dr. Yann LeCun gives a talk on deep convolutional neural networks and their applications to machine learning and computer vision
+* [AWS Machine Learning in Motion](https://www.manning.com/livevideo/aws-machine-learning-in-motion)—This interactive live video course gives you a crash course in using AWS for machine learning and teaches you how to build a fully working predictive algorithm.
+* [Deep Learning with R in Motion](https://www.manning.com/livevideo/deep-learning-with-r-in-motion)-Deep Learning with R in Motion teaches you to apply deep learning to text and images using the powerful Keras library and its R language interface.
+* [Grokking Deep Learning in Motion](https://www.manning.com/livevideo/grokking-deep-learning-in-motion)-Grokking Deep Learning in Motion will not just teach you how to use a single library or framework. You’ll discover how to build these algorithms from scratch!
+* [Reinforcement Learning in Motion](https://www.manning.com/livevideo/reinforcement-learning-in-motion) - This live-video breaks down critical concepts like how RL systems learn, how to sense and process environmental data, and how to build and train AI agents.
+
+## Learning
+
+* [Deep Learning. Methods And Applications](http://research.microsoft.com/pubs/209355/DeepLearning-NowPublishing-Vol7-SIG-039.pdf) Free book from Microsoft Research
+* [Neural Networks And Deep Learning](http://neuralnetworksanddeeplearning.com) - Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you the core concepts behind neural networks and deep learning
+* [Machine Learning: A Probabilistic Perspective](http://www.amazon.com/Machine-Learning-Probabilistic-Perspective-Computation/dp/0262018020) - This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach
+* [Deep Learning](https://www.deeplearningbook.org) - Yoshua Bengio, Ian Goodfellow and Aaron Courville put together this currently free (and draft version) book on deep learning. The book is kept up-to-date and covers a wide range of topics in depth (up to and including sequence-to-sequence learning).
+* [Getting Started with Deep Learning and Python](http://www.pyimagesearch.com/2014/09/22/getting-started-deep-learning-python/)
+* [Machine Learning Mastery](http://machinelearningmastery.com/)
+* [Deep Learning.net](https://web.archive.org/web/20201114013453/http://deeplearning.net/) - Aggregation site for DL resources
+* [Awesome Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) - Like this Github, but ML-focused
+* [FastML](http://fastml.com/)
+* [Awesome Deep Learning Resources](https://github.com/guillaume-chevalier/awesome-deep-learning-resources) - Rough list of learning resources for Deep Learning
+* [Professional and In-Depth Machine Learning Video Courses](https://freecoursesite.com/?s=Machine+Learning+Data+Science) - A collection of free professional and in-depth Machine Learning and Data Science video tutorials and courses
+* [Professional and In-Depth Artificial Intelligence Video Courses](https://freecoursesite.com/?s=Artificial+Intelligence) - A collection of free professional and in-depth Artificial Intelligence video tutorials and courses
+* [Professional and In-Depth Deep Learning Video Courses](https://freecoursesite.com/?s=Deep+Learning) - A collection of free professional and in-depth Deep Learning video tutorials and courses
+* [Introduction to Machine Learning](https://developers.google.com/machine-learning/crash-course/ml-intro) - Introductory level machine learning crash course
+* [Awesome Graph Classification](https://github.com/benedekrozemberczki/awesome-graph-classification) - Learning from graph structured data
+* [Awesome Community Detection](https://github.com/benedekrozemberczki/awesome-community-detection) - Clustering graph structured data
+* [Awesome Decision Tree Papers](https://github.com/benedekrozemberczki/awesome-decision-tree-papers) - Decision tree papers from machine learning conferences
+* [Awesome Gradient Boosting Papers](https://github.com/benedekrozemberczki/awesome-gradient-boosting-papers) - Gradient boosting papers from machine learning conferences
+* [Awesome Fraud Detection Papers](https://github.com/benedekrozemberczki/awesome-fraud-detection-papers) - Fraud detection papers from machine learning conferences
+* [Awesome Neural Art](https://github.com/crypdick/awesome-neural-art) - Creating art and manipulating images using deep neural networks.
+
+## Organizations
+
+* [IEEE Computational Intelligence Society](http://cis.ieee.org/)
+* [Machine Intelligence Research Institute](https://intelligence.org/research-guide/)
+* [OpenAI](https://openai.com/about/)
+* [Association For The Advancement of Artificial Intelligence](http://www.aaai.org/home.html)
+* [Google DeepMind Research](https://deepmind.com/research/)
+* [Nvidia Deep Learning](https://developer.nvidia.com/deep-learning)
+* [AI Google](https://ai.google/)
+* [Facebook AI](https://ai.facebook.com)
+* [IBM Research](https://www.research.ibm.com/artificial-intelligence)
+* [Microsoft Research](https://www.microsoft.com/en-us/research/research-area/artificial-intelligence/)
+
+## Journals
+
+* [AI & Society](http://www.springer.com/journal/146)
+* [AI Communications](http://iospress.metapress.com/openurl.asp?genre=journal&issn=0921-7126)
+* [AI Magazine](http://www.aaai.org/Magazine/magazine.php)
+* [Annals of Mathematics and Artificial Intelligence](http://www.springer.com/journal/10472)
+* [Applicable Algebra in Engineering, Communication and Computing](http://www.springer.com/journal/200)
+* [Applied Artificial Intelligence](https://www.tandfonline.com/toc/uaai20/current)
+* [Applied Intelligence](http://www.springer.com/journal/10489)
+* [Artificial Intelligence for Engineering Design, Analysis and Manufacturing](http://journals.cambridge.org/action/displayJournal?jid=AIE)
+* [Artificial Intelligence Review](http://www.springer.com/journal/10462)
+* [Artificial Intelligence](http://www.elsevier.com/locate/artint)
+* [Automated Software Engineering](http://www.springer.com/journal/10515)
+* [Autonomous Agents and Multi-Agent Systems](http://www.springer.com/journal/10458)
+* [Computational and Mathematical Organization Theory ](http://www.springer.com/journal/10588)
+* [Computational Intelligence](http://www.blackwellpublishing.com/content/BPL_Images/New_Journal_Samples/coin0824-7935~17~4/C.PDF)
+* [Electronic Transactions on Artificial Intelligence](https://dblp.org/db/journals/etai/index.html)
+* [Evolutionary Intelligence](http://www.springer.com/journal/12065)
+* [EXPERT—IEEE Intelligent Systems](http://ieeexplore.ieee.org/servlet/opac?punumber=9670)
+* [IEEE Transactions Automation Science and Engineering](http://www.ieee-ras.org/publications/t-ase)
+* [Intelligent Industrial Systems](http://www.springer.com/engineering/robotics/journal/40903)
+* [International Journal of Intelligent Systems](https://onlinelibrary.wiley.com/journal/1098111x)
+* [International Journal on Artificial Intelligence Tools](https://www.worldscientific.com/worldscinet/ijait)
+* [Journal of Artificial Intelligence Research](http://www.cs.washington.edu/research/)
+* [Journal of Automated Reasoning](http://www.springer.com/journal/10817)
+* [Journal of Experimental and Theoretical Artificial Intelligence ](https://www.tandfonline.com/toc/teta20/current)
+* [Journal of Intelligent Information Systems ](http://www.springer.com/journal/10844)
+* [Journal on Data Semantics ](http://www.springer.com/journal/13740)
+* [Knowledge Engineering Review](http://journals.cambridge.org/action/displayJournal?jid=KER)
+* [Minds and Machines](http://www.springer.com/journal/11023)
+* [Progress in Artificial Intelligence ](http://www.springer.com/journal/13748)
+
+
+## Competitions
+
+* [MIT Battlecode](https://www.battlecode.org/)
+* [AI Challenge](http://aichallenge.org)
+* [AI Games](http://theaigames.com)
+
+## Newsletters
+* [Superhuman.ai](https://www.superhuman.ai/) A daily AI newsletter
+
+## Misc
+
+* [Open Cognition Project](http://wiki.opencog.org/w/The_Open_Cognition_Project) - We're undertaking a serious effort to build a thinking machine
+* [AITopics](http://aitopics.org/) - Large aggregation of AI resources
+* [AIResources](http://airesources.org/) - Directory of open source software and open access data for the AI research community
+* [Artificial Intelligence Subreddit](https://www.reddit.com/r/artificial/)
+* [AI Experiments with Google](https://experiments.withgoogle.com/collection/ai)
+
+## License
+
+[](http://creativecommons.org/publicdomain/zero/1.0/)
+
+To the extent possible under law, [Owain Lewis](http://owainlewis.com) has waived all copyright and related or neighbouring rights to this work.
diff --git a/readmes/astrophotography b/readmes/astrophotography
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+++ b/readmes/astrophotography
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+# Awesome Astrophotography [](https://awesome.re)
+
+[Astrophotography](https://en.wikipedia.org/wiki/Astrophotography), also known as astronomical imaging, is the photography or imaging of astronomical objects, celestial events, or areas of the night sky.
+
+Contributions are welcome. Please read the [contributing guideline](CONTRIBUTING.md) if you wish to contribute.
+
+## Contents
+
+- [Articles](#articles)
+- [Books](#books)
+- [Tutorials](#tutorials)
+- [Presentations](#presentations)
+- [Software](#software)
+ - [Acquisition](#acquisition)
+ - [Guiding](#guiding)
+ - [Image Processing](#image-processing)
+ - [Planetarium](#planetarium)
+ - [Planning](#planning)
+ - [Other](#other)
+- [YouTube Channels](#youtube-channels)
+- [Reference](#reference)
+- [Astronomy as a Service (AaaS)](#astronomy-as-a-service-aaas)
+- [Community](#community)
+
+
+
+## Articles
+
+- [An Astrophotographer's Gentle Introduction To Noise](https://skyandtelescope.org/astronomy-blogs/imaging-foundations-richard-wright/astrophotography-gentle-introduction-noise/) - An easy to understand introduction to various sources of noise in astrophotography and how to eliminate them.
+- [Autoguiding](https://astrobackyard.com/autoguiding/) - An introduction to auto-guiding.
+- [Buyer's Guide to ZWO Astronomy Cameras](https://agenaastro.com/articles/zwo-astronomy-cameras-buyers-guide.html) - ZWO has a diverse product line. This guide will help you make the right choice.
+- [Cable Management Recommendations](https://pegasusastro.com/cable-management-recommendations/) - Some solid advice on cables in an astrophotography setup.
+- [DeepSkyStacker vs PixInsight](https://web.archive.org/web/20230408140244/https://www.lightvortexastronomy.com/image-pre-processing-deepskystacker-vs-pixinsight.html) - A detailed comparison of the pre-processing features.
+- [Drift Alignment by Robert Vice (D.A.R.V)](https://www.cloudynights.com/articles/cat/articles/darv-drift-alignment-by-robert-vice-r2760) - Accurate alignment in just a matter of minutes.
+- [Guide Scope vs. Off-Axis Guider: Which is Better for Astrophotography?](https://optcorp.com/blogs/deep-sky-imaging/guide-scope-vs-off-axis-guider) - Compares the two guiding options in details.
+- [Guide to Focal Reducers for Astronomy](https://agenaastro.com/articles/focal-reducers-guide.html) - How focal reducers work, what types are there, and how to use them.
+- [How to Set the Correct Back Focus](https://optcorp.com/blogs/deep-sky-imaging/how-to-set-the-correct-back-focus) - An easy to follow guide on what back focus is and how to set it.
+- [Mastering Flat Frames: Gain matching](https://www.astroworldcreations.com/blog/understanding-flats-part-1-gain-matching) - This blog series by Willem Jan Drijfhout will take you on a deep dive into the topic of flat frames ([Part 2: Flat Panels compared](https://www.astroworldcreations.com/blog/understanding-flats-part-2-flat-panels-compared), and [Part 3: Bias, Flat-Darks and Conclusions](https://www.astroworldcreations.com/blog/understanding-flats-part3-conclusions)).
+- [Optical Glass Types](https://www.stellarvue.com/optical-glass-types/) - What makes a top-tier telescope? This article will clear up some common misconceptions.
+- [Selecting a Guide Scope and Autoguiding Camera for Astrophotography](https://agenaastro.com/articles/guides/selecting-a-guide-scope-and-autoguiding-camera-for-astrophotography.html) - Choosing the right autoguiding equipment can be challenging. This guide will help with making the right decision.
+- [Signal, Noise and Histograms](https://jonrista.com/the-astrophotographers-guide/astrophotography-basics/signal-noise-and-histograms/) - Part of Jon Rista's Astrophotography Basics series, this article provides a great bit of theory around signals, noise and histograms.
+- [Sky-Watcher AZ-GTI: The Perfect Mount for Mobile Astrophotography](https://web.archive.org/web/20221205012955/https://milkywayphotographers.com/article/2021/03/11/sky-watcher-az-gti-the-perfect-mount-for-mobile-astrophotography/) - The Sky-Watcher AZ-GTI mount was never meant for astrophotography. Oh, the irony!
+- [The Differences between CCD and CMOS Sensors](https://www.atik-cameras.com/news/difference-between-ccd-cmos-sensors/) - One of the best explanations to CCD vs. CMOS camera sensors.
+- [The best solution of 55mm back focal length](https://astronomy-imaging-camera.com/tutorials/best-back-focus-length-solutions-55mm/) - Guidance on how to reach the 55mm back focal length with ASI cameras.
+
+
+## Books
+
+- [Astrophotography is Easy!: Basics for Beginners](https://www.goodreads.com/book/show/56053741-astrophotography-is-easy)
+- [Inside PixInsight](https://www.goodreads.com/book/show/42603255-inside-pixinsight)
+- [Mastering PixInsight (and the Art of Astroimage Processing)](https://www.cloudynights.com/topic/735971-mastering-pixinsight-by-rogelio-andreo/)
+- [The Astrophotography Manual: A Practical and Scientific Approach to Deep Sky Imaging](https://www.goodreads.com/book/show/37301142-the-astrophotography-manual)
+- [The Deep-Sky Imaging Primer](https://www.goodreads.com/book/show/61296649-the-deep-sky-imaging-primer-third-edition)
+
+
+
+## Tutorials
+
+- [A Beginner Guide to Night Photography](https://www.scottaspinall.com/beginner-guide-to-night-photography/) - If you're interested in night photography and particularly deepscapes, this guide hits the spot with it's succinctness.
+- [Adam Block's PixInsight video series](https://www.adamblockstudios.com/categories/PixInsight) - An extensive collection of video lessons covering both the fundamental and advanced use of PixInsight.
+- [Andromeda Galaxy with only a Camera, Lens, & Tripod](https://www.youtube.com/watch?v=pXcRKoxTPVg) - A comprehensive step-by-step guide. Includes a follow-up videos on post-processing the images in different apps.
+- [Astrophotography RGB histogram in nine minutes](https://www.youtube.com/watch?v=9rAoJ-VG860) - A lightning explanation of what a histogram is.
+- [Capturing Galaxyset](https://www.paulschmitphotography.com/How-To-Guides/Capturing-Galaxyset) - A detailed tutorial on how to plan, execute and post-process a deepscape of the Andromeda galaxy aligned with a mountain in Southern Colorado.
+- [Chris White's Guide to Fixing Tilt and Spacing](https://www.overcastobservatory.com/product/guide-to-tilt-and-spacing-analysis/) - Annoying and hard to fix, tilt and spacing can ruin your imaging. This guide will help you eliminate them.
+- [Filters for Deep Sky Astrophotography](https://www.youtube.com/playlist?list=PLrzbdmripj1fIXrivZF1BT4BtJMZ6xvWo) - A video series that kicks off with a gentle introduction to filters and closes down comparing the most popular ones.
+- [Harry's PixInsight tutorials](http://www.harrysastroshed.com/Pixinsighthome.html) - Newcomer friendly, down-to-earth and comprehensive video tutorials. Regularly updated.
+- [How to Eliminate Star Halos in PixInsight](https://digitalstars.wordpress.com/2019/10/27/tutorial-how-to-eliminate-star-halos-in-pixinsight/) - One of the more challenging issues in astrophotography. Charles Bracken, the author of "The Deep-Sky Imaging Primer", has you covered.
+- [How to Make a Padded Travel Box for Your Telescope](https://www.youtube.com/watch?v=90F_cBiZpH8) - Rig assembly on-site can be tedious. A more comfortable alternative is to assemble at home, then upon arrival at the imaging site, install on the mount.
+- [Light Vortex Astronomy's PixInsight tutorials](https://web.archive.org/web/20230509214425/https://www.lightvortexastronomy.com/tutorials.html) - An extensive collection of tutorials covering both pre- and post-processing workflows.
+- [Orion Nebula (M42) with a DSLR, Start to Finish](https://www.youtube.com/watch?v=Qb1ceFM-DkQ) - A complete walk-through. From planning to post-processing.
+- [RGB Stars From Narrowband Data](https://aiastro.wordpress.com/2020/06/02/rgb-stars-from-narroband-data/) - Narrowband palettes such as SHO, HOO, etc. produce uncalibrated stars. One way to fix star color is to shoot also in RGB, then blend. In this article, Alberto Ibañez suggests another approach that uses the already acquired narrowband data to achieve the same.
+- [Stacking Multiple Sessions in DSS - The Correct Way](https://www.youtube.com/watch?v=cmDy80d2krk) - Even though it's from year 2012, this video on stacking multiple imaging sessions is still relevant today.
+
+
+
+## Presentations
+
+- [Beauty and the Beholder](https://www.youtube.com/watch?v=SPFsoO0ZWeg) - On the hidden stories in astro-images and how to tell them. A truly inspirational message from famous astrophotographer Adam Block.
+- [Deep Sky Astrophotography With CMOS Cameras by Dr Robin Glover](https://www.youtube.com/watch?v=3RH93UvP358) - How long should a sub-exposure be? How much to cool? What gain to use? Dr. Robin Glover of SharpCap talks us through the science behind deep sky astrophotography using modern CMOS imaging sensors.
+
+
+
+## Software
+
+### Acquisition
+
+- [APT](https://www.astrophotography.app) - The Swiss army knife for your astro imaging sessions.
+- [Ekos](https://indilib.org/about/ekos.html) - An advanced cross-platform (Windows, macOS, Linux) observatory control and automation tool.
+- [NINA](https://nighttime-imaging.eu) - Free and very powerful astrophotography imaging suite.
+- [Nebulosity](https://github.com/celstark/OpenNebulosity) - Open source, powerful, and easy to use astrophotography software.
+- [Sequence Generator Pro](https://www.sequencegeneratorpro.com) - The classic fully automated night sky imaging.
+- [Voyager](https://software.starkeeper.it) - User-friendly system integration and astrophotography automation software.
+
+### Guiding
+
+- [MetaGuide](https://smallstarspot.com/metaguide/) - A free guiding software that uses novel centroid methods to reduce the impact of seeing. It also offers comprehensive collimation support than can be of great help for f/4 and faster Newtonian/SCT systems.
+- [PHD2](https://openphdguiding.org) - Arguably THE guiding software. Free and open source.
+
+### Image Processing
+
+- [Adobe Photoshop](https://www.adobe.com/products/photoshop.html) - Advanced and very powerful software for post-processing.
+- [BlurXTerminator](https://www.rc-astro.com/resources/BlurXTerminator/) - An AI based deconvolution tool. Currently only available as a process module plug-in for PixInsight.
+- [DeepSkyStacker](http://deepskystacker.free.fr/english/index.html) - Registering, stacking, and simple post-processing.
+- [PixInsight](https://pixinsight.com) - Advanced image processing software platform. Very powerful but the user interface is intimidating.
+- [Siril](https://siril.org) - Registering, stacking, and post-processing, specially tailored for noise reduction and improving the signal-to-noise ratio.
+- [StarNet++](https://sourceforge.net/projects/starnet/) - A simple program that allows the removal of the stars from astrophotography images.
+
+### Planetarium
+
+- [Cartes du Ciel](https://www.ap-i.net/skychart/doku.php?id=en/start) - Cross-platform and free sky charts.
+- [KStars](https://kstars.kde.org) - Part of the free Ekos imaging suite, this cross-platform planetarium will help you image the sky.
+- [Stellarium](https://stellarium.org) - Cross-platform and free planetarium with realistic 3D sky. It also has a [web-only alternative](https://stellarium-web.org/).
+
+### Planning
+
+- [12 Deep Sky Objects to Photograph](https://www.nebulaphotos.com/doc/brightLargeDsos.pdf) - A beginner friendly list of objects to photograph with a DSLR camera.
+- [Astronomy Tools](https://astronomy.tools/) - A tools suite with various calculators, field of view simulation, star chart, etc.
+- [Blackwater Skies Imaging Toolbox](https://www.blackwaterskies.co.uk/imaging-toolbox/) - Plan your framing.
+- [Noise Analysis in Stacked Exposures](https://smallstarspot.com/shiny/StackSNR/) - A web application that assists in finding the optimal sub-exposure time. It takes into account the imaging setup, sky glow, etc.
+- [PhotoPills](https://www.photopills.com) - A photography planning mobile app (Android & iOS). Best for planning your next Milky Way, Moon, Sunrise, Sunset, Star Trails, Meteor Showers, Solar or Lunar eclipse photo.
+- [Telescopius](https://telescopius.com) - Free planning and image hosting for astrophotographers.
+- [lightpollutionmap.info](https://www.lightpollutionmap.info) - This website uses satellite data to show light pollution related content.
+
+### Other
+
+- [FocusMax](https://ccdware.com/focusmax_overview/) - Accurate, automated and repeatable focusing.
+
+
+
+## YouTube Channels
+
+- [AstroBackyard](https://www.youtube.com/c/AstroBackyard) - Shoot nebulae, galaxies, and star clusters with Trevor Jones.
+- [Cuiv, The Lazy Geek](https://www.youtube.com/channel/UC65vvpQDX5rymeqrYt-Bb1g) - Let's talk astronomy and astrophotography! Tutorials, technical videos, and insights by Cuiv, The Lazy Geek.
+- [James Lamb](https://www.youtube.com/@Aero19612) - With his pleasant and down-to-earth narrative, James teaches astrophotography one pixel at a time.
+- [Lukomatico](https://www.youtube.com/@lukomatico) - Experiments, comparisons, and processing with PixInsight. Lukomatico has it all.
+- [Nebula Photos](https://www.youtube.com/channel/UCO_gBdHekc74feh0bWqKJ1Q) - Tutorials and reviews related to astrophotography by Nico Carver.
+- [Patriot Astro](https://www.youtube.com/@PatriotAstro) - Everything N.I.N.A. Complete details with examples.
+
+
+
+## Reference
+
+- [Astrobin's Heatmap of the Sky](https://www.astrobin.com/full/e4clel/0/) - An inspiring map showing the parts of the sky that the community on Astrobin photographs the most (or least).
+- [Calibration Frames Cheat-Sheet](https://drive.google.com/file/d/1I1deTi8sCFIn_bwQbYiqqxliVLInsGx6/view) ([cached version](assets/docs/calibration-frames-cheatsheet.pdf))
+- [Canon EOS DSLR models matrix](https://www.astrophotography.app/EOS.php) - A list of Canon EOS models with useful reference information such as sensor and pixel size, quantum efficiency, shutter life, etc.
+- [Digital Camera Database](https://www.digicamdb.com) - A database holding sensor characteristics for a plethora of digital cameras.
+- [IDAS filter comparison](https://www.cloudynights.com/topic/797739-idas-filter-comparison-test-report/?p=11487347) - CloudyNights forum member Jim Thompson tests and compares a large selection of IDAS brand filters. ([cached version](assets/docs/idas-test-report.pdf))
+- [Low Level Landscape Lighting](http://lowlevellighting.org/) - A method for lighting the landscape for night-scape photography. This is its official site.
+- [Messier](https://www.messier-objects.com/) - All objects from the Messier catalogue with lots of background information and images.
+- [Nikon DSLR models matrix](https://www.astrophotography.app/nikon.php) - A list of Nikon models with useful reference information such as sensor and pixel size, quantum efficiency, shutter life, etc.
+- [Online Narrowband RGB Combination Preview Tool](https://www.bintel.com.au/narrowband-preview-tool/index.php) - This tool allows you to upload black and white source images (filtered eg. Ha, Sii, Oiii or R, G, B), then shows every possible permutation for the various combinations/palettes.
+- [Photons to Photos](https://www.photonstophotos.net) - Interactive charts with sensor data contributed by people around the world.
+- [Rouzastro equipment reviews](https://rouzastro.com/reviews/) - A growing list of equipment reviews. The experiences and results may prove useful for those looking at new gear.
+- [Sharpless](http://www.sharplesscatalog.com/sharpless.aspx) - Images of all objects from the Sharpless catalogue each with capture and background information.
+- [The 750 Best Deep Sky Objects (Reachable from the Northern Hemisphere)](https://www.astrobin.com/8cawy6/) - A simplified tool to help astrophotographers easily find targets on any night of the year.
+
+
+
+## Astronomy as a Service (AaaS)
+
+- [Pixel Skies](https://www.pixelskiesastro.com) - Custom built remote observatories with hosting options.
+- [RoboScopes](https://www.roboscopes.com) - Multi pier remote observatory with reasonable rates for the whole world to use. It offers hourly, syndicates & hosting piers for those who prefer to use their own equipment.
+- [Telescope Live](https://app.telescope.live) - Online access to a global network of 10 robotic telescopes with an ever-increasing image archive.
+
+
+
+## Community
+
+- [Astrobin](https://www.astrobin.com) - Social image hosting dedicated to astrophotography.
+- [Cloudy Nights](https://www.cloudynights.com) - Arguably the largest community forums.
+- [Stargazers Lounge](https://stargazerslounge.com) - Small but active UK community forums.
+
diff --git a/readmes/asyncio b/readmes/asyncio
new file mode 100644
index 0000000..f3e3beb
--- /dev/null
+++ b/readmes/asyncio
@@ -0,0 +1,162 @@
+# Awesome asyncio [](https://github.com/sindresorhus/awesome)
+
+> A carefully curated list of awesome Python asyncio frameworks, libraries, software and resources.
+
+The Python [asyncio](https://docs.python.org/3/library/asyncio.html) module introduced to the standard library with Python 3.4 provides infrastructure for writing single-threaded concurrent code using coroutines, multiplexing I/O access over sockets and other resources, running network clients and servers, and other related primitives.
+
+Asyncio is not really a brand-new technology however it appears to be very trending since a few years - especially in the Python community and with the release of Python 3.4 in March 2014.
+Thus, it's pretty hard to keep yourself up-to-date with the most awesome packages out there.
+Find some of those *awesome* packages here and if you are missing one we count on you to [create an Issue or a Pull Request](https://github.com/timofurrer/awesome-asyncio/blob/master/CONTRIBUTING.md) with your suggestion.
+
+
+## Contents
+
+* [Web Frameworks](#web-frameworks)
+* [Message Queues](#message-queues)
+* [Database Drivers](#database-drivers)
+* [Networking](#networking)
+* [GraphQL](#graphql)
+* [Testing](#testing)
+* [Alternative Loops](#alternative-loops)
+* [Misc](#misc)
+* [Writings](#writings)
+* [Talks](#talks)
+* [Alternatives to asyncio](#alternatives-to-asyncio)
+
+***
+
+## Web Frameworks
+
+*Libraries to build web applications.*
+
+* [FastAPI](https://github.com/tiangolo/fastapi) - A very high performance Python 3.6+ API framework based on type hints. Powered by Starlette and Pydantic.
+* [Django](https://www.djangoproject.com/) - An established, high-level Python web framework with a huge community and ecosystem.
+* [Starlette](https://github.com/encode/starlette) - A lightweight ASGI framework/toolkit for building high performance services.
+* [aiohttp](https://github.com/KeepSafe/aiohttp) - Http client/server for asyncio (PEP-3156).
+* [sanic](https://github.com/channelcat/sanic) - Python 3.5+ web server that's written to go fast.
+* [Quart](https://github.com/pallets/quart) - An asyncio web microframework with the same API as Flask.
+* [autobahn](https://github.com/crossbario/autobahn-python) - WebSocket and WAMP supporting asyncio and Twisted, for clients and servers.
+* [websockets](https://github.com/aaugustin/websockets/) - A library for building WebSocket servers and clients in Python with a focus on correctness and simplicity.
+* [Tornado](http://www.tornadoweb.org/en/stable/) - Performant web framework and asynchronous networking library.
+* [uvicorn](https://github.com/encode/uvicorn) - The lightning-fast ASGI server.
+
+
+## Message Queues
+
+*Libraries to implement applications using message queues.*
+
+* [aioamqp](https://github.com/Polyconseil/aioamqp) - AMQP implementation using asyncio.
+* [pyzmq](https://github.com/zeromq/pyzmq) - Python bindings for ZeroMQ.
+* [aiozmq](https://github.com/aio-libs/aiozmq) - Alternative Asyncio integration with ZeroMQ.
+* [crossbar](https://github.com/crossbario/crossbar) - Crossbar.io is a networking platform for distributed and microservice applications.
+* [asyncio-nats](https://github.com/nats-io/asyncio-nats) - Client for the NATS messaging system.
+* [aiokafka](https://github.com/aio-libs/aiokafka) - Client for Apache Kafka.
+
+## Database Drivers
+
+*Libraries to connect to databases.*
+
+* [asyncpg](https://github.com/MagicStack/asyncpg) - Fast PostgreSQL Database Client Library for Python/asyncio.
+* [asyncpgsa](https://github.com/CanopyTax/asyncpgsa) - Asyncpg with sqlalchemy core support.
+* [aiopg](https://github.com/aio-libs/aiopg/) - Library for accessing a PostgreSQL database.
+* [aiomysql](https://github.com/aio-libs/aiomysql) - Library for accessing a MySQL database
+* [aioodbc](https://github.com/aio-libs/aioodbc) - Library for accessing a ODBC databases.
+* [motor](https://github.com/mongodb/motor) - The async Python driver for MongoDB.
+* [redis-py](https://github.com/redis/redis-py) - Redis Python Client (which includes [aioreadis](https://github.com/aio-libs/aioredis) now).
+* [aiocouchdb](https://github.com/aio-libs/aiocouchdb) - CouchDB client built on top of aiohttp (asyncio).
+* [aioinflux](https://github.com/plugaai/aioinflux) - InfluxDB client built on top of aiohttp.
+* [aioes](https://github.com/aio-libs/aioes) - Asyncio compatible driver for elasticsearch.
+* [peewee-async](https://github.com/05bit/peewee-async) - ORM implementation based on [peewee](https://github.com/coleifer/peewee) and aiopg.
+* [GINO](https://github.com/fantix/gino) - is a lightweight asynchronous Python ORM based on [SQLAlchemy](https://www.sqlalchemy.org/) core, with [asyncpg](https://github.com/MagicStack/asyncpg) dialect.
+* [Tortoise ORM](https://github.com/tortoise/tortoise-orm) - native multi-backend ORM with Django-like API and easy relations management.
+* [Databases](https://github.com/encode/databases) - Async database access for SQLAlchemy core, with support for PostgreSQL, MySQL, and SQLite.
+* [Prisma Client Python](https://github.com/RobertCraigie/prisma-client-py) - An auto-generated, fully type safe ORM powered by Pydantic and tailored specifically for your schema - supports SQLite, PostgreSQL, MySQL, MongoDB, MariaDB and more.
+* [Piccolo](https://github.com/piccolo-orm/piccolo) - An ORM / query builder which can work in async and sync modes, with a nice admin GUI, and ASGI middleware.
+* [Beanie](https://beanie-odm.dev) - An async MongoDB ODM built on [motor](https://github.com/mongodb/motor) and [Pydantic](https://pydantic-docs.helpmanual.io).
+
+## Networking
+
+*Libraries to communicate in your network.*
+
+* [AsyncSSH](https://github.com/ronf/asyncssh) - Provides an asynchronous client and server implementation of the SSHv2 protocol.
+* [aiodns](https://github.com/saghul/aiodns) - Simple DNS resolver for asyncio.
+* [aioping](https://github.com/stellarbit/aioping) - Fast asyncio implementation of ICMP (ping) protocol.
+* [httpx](https://github.com/encode/httpx) - asynchronous HTTP client for Python 3 with [requests](https://github.com/psf/requests) compatible API.
+
+## GraphQL
+
+*Libraries to build GraphQL servers.*
+
+* [Ariadne](https://ariadnegraphql.org) - Schema-first Python library for implementing GraphQL servers.
+* [Tartiflette](https://tartiflette.io/) - Schema-first Python 3.6+ GraphQL engine built on top of `libgraphqlparser`.
+* [Strawberry](https://strawberry.rocks) - Code-first Python 3 GraphQL server with Django, Flask and FastAPI/Starlette support.
+
+## Testing
+
+*Libraries to test asyncio based applications.*
+
+* [aiomock](https://github.com/nhumrich/aiomock/) - A python mock library that supports async methods.
+* [asynctest](https://github.com/Martiusweb/asynctest/) - Enhance the standard unittest package with features for testing. asyncio libraries
+* [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) - Pytest support for asyncio.
+* [aresponses](https://github.com/CircleUp/aresponses) - Asyncio http mocking. Similar to the [responses](https://github.com/getsentry/responses) library used for [requests](https://github.com/requests/requests).
+* [aioresponses](https://github.com/pnuckowski/aioresponses) - Helper for mock/fake web requests in Python aiohttp package.
+
+## Alternative Loops
+
+*Alternative asyncio loop implementations.*
+
+* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast implementation of asyncio event loop on top of libuv.
+
+## Misc
+
+*Other awesome asyncio libraries.*
+
+* [aiochan](https://github.com/zh217/aiochan) - CSP-style concurrency with channels, select and multiprocessing on top of asyncio.
+* [aiocache](https://github.com/argaen/aiocache) - Cache manager for different backends.
+* [aiofiles](https://github.com/Tinche/aiofiles/) - File support for asyncio.
+* [aiopath](https://github.com/alexdelorenzo/aiopath) - Asynchronous `pathlib` for asyncio.
+* [aiodebug](https://github.com/qntln/aiodebug) - A tiny library for monitoring and testing asyncio programs.
+* [aiorun](https://github.com/cjrh/aiorun) - A `run()` function that handles all the usual boilerplate for startup and graceful shutdown.
+* [aiosc](https://github.com/artfwo/aiosc) - Lightweight Open Sound Control implementation.
+* [aioserial](https://github.com/changyuheng/aioserial) - A drop-in replacement of [pySerial](https://github.com/pyserial/pyserial).
+* [aiozipkin](https://github.com/aio-libs/aiozipkin) - Distributed tracing instrumentation for asyncio with zipkin
+* [asgiref](https://github.com/django/asgiref) - Backend utils for ASGI to WSGI integration, includes sync_to_async and async_to_sync function wrappers.
+* [async_property](https://github.com/ryananguiano/async_property) - Python decorator for async properties.
+* [ruia](https://github.com/howie6879/ruia) - An async web scraping micro-framework based on asyncio.
+* [kubernetes_asyncio](https://github.com/tomplus/kubernetes_asyncio) - Asynchronous client library for Kubernetes.
+* [aiomisc](https://github.com/aiokitchen/aiomisc) - Miscellaneous utils for `asyncio`.
+* [taskiq](https://taskiq-python.github.io/) - Asynchronous distributed task manager (like celery, but async).
+
+## Writings
+
+*Documentation, blog posts, and other awesome writing about asyncio.*
+
+* [Official asyncio documentation](https://docs.python.org/3/library/asyncio.html) - Asynchronous I/O, event loop, coroutines and tasks.
+* [Short well-written intro to asyncio](http://masnun.com/2015/11/13/python-generators-coroutines-native-coroutines-and-async-await.html) - Generators, Coroutines, Native Coroutines and async/await.
+* [AsyncIO for the Working Python Developer](https://hackernoon.com/asyncio-for-the-working-python-developer-5c468e6e2e8e) - A gentle introduction to asynchronous programming from basic examples working up to URL fetching.
+* [Test limits of Python aiohttp](https://pawelmhm.github.io/asyncio/python/aiohttp/2016/04/22/asyncio-aiohttp.html) - Making 1 million requests with python-aiohttp.
+* [ASGI (Asynchronous Server Gateway Interface)](https://asgi.readthedocs.io/en/latest/) - A spiritual successor to WSGI, intended to provide a standard interface between async-capable Python web servers, frameworks, and applications.
+* [First Principles Introduction to Asyncio](https://hackernoon.com/a-simple-introduction-to-pythons-asyncio-595d9c9ecf8c) - A no-buzzword first principles introduction to the internal workings of asyncio.
+* [Developing and Testing an Asynchronous API with FastAPI and Pytest](https://testdriven.io/blog/fastapi-crud/) - This tutorial looks at how to develop and test an asynchronous API with FastAPI using Test-Driven Development (TDD).
+* [Python Concurrency with asyncio](https://www.manning.com/books/python-concurrency-with-asyncio) - Learn how to speed up slow Python code with concurrent programming and the cutting-edge asyncio library.
+
+## Talks
+
+*Recordings of awesome talks about asyncio.*
+
+* [Topics of Interest (Python Asyncio)](https://youtu.be/ZzfHjytDceU) | [screencast](https://youtu.be/lYe8W04ERnY) | [slides](https://speakerdeck.com/dabeaz/topics-of-interest-async) - PyCon Brasil 2015 keynote (David Beazley).
+* [Python Asynchronous I/O Walkthrough](https://www.youtube.com/playlist?list=PLpEcQSRWP2IjVRlTUptdD05kG-UkJynQT) - 8-part code walkthrough (Philip Guo).
+* [Async/await in Python 3.5 and why it is awesome](https://www.youtube.com/watch?v=m28fiN9y_r8&t=132s) - EuroPython 2016 (Yury Selivanov).
+* [Fear and Awaiting in Async: A Savage Journey to the Heart of the Coroutine Dream](https://www.youtube.com/watch?v=E-1Y4kSsAFc) | [screencast](https://www.youtube.com/watch?v=Bm96RqNGbGo) - PyOhio 2016 keynote (David Beazley).
+* [Asynchronous Python for the Complete Beginner](https://www.youtube.com/watch?v=iG6fr81xHKA) | [slides](https://speakerdeck.com/pycon2017/miguel-grinberg-asynchronous-python-for-the-complete-beginner) - PyCon 2017 (Miguel Grinberg).
+* [Demystifying Python's Async and Await Keywords](https://www.youtube.com/watch?v=F19R_M4Nay4) - JetBrains TV 2020 (Michael Kennedy)
+
+## Alternatives to asyncio
+
+*Alternative approaches to async programming in Python, some of which attempt to support some compatibility with `asyncio`, others are not compatible at all.*
+
+* [curio](https://github.com/dabeaz/curio) - The coroutine concurrency library.
+ * [Curio-Asyncio Bridge](https://github.com/dabeaz/curio/issues/190) - basic curio -> asyncio coroutine bridge.
+* [trio](https://github.com/python-trio/trio) - Pythonic async I/O for humans and snake people.
+ * [trio-asyncio](https://github.com/python-trio/trio-asyncio) - re-implementation of the asyncio mainloop on top of Trio.
+* [AnyIO](https://github.com/agronholm/anyio) - High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.
diff --git a/readmes/atom b/readmes/atom
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+++ b/readmes/atom
@@ -0,0 +1,244 @@
+# Awesome Atom [](https://github.com/sindresorhus/awesome)
+
+A curated list of delightful Atom packages and resources. For more awesomeness, check out [awesome](https://github.com/sindresorhus/awesome).
+
+## Table of Content
+
+- [Syntax](#syntax)
+- [Lint](#lint)
+- [Build](#build)
+- [Extensions](#extensions)
+ - [Nuclide](#nuclide)
+- [Themes](http://enrmarc.github.io/atom-theme-gallery/)
+- [Collaboration](#collaboration)
+ - [CodeSideStory](#codesidestory)
+- [Uncategorized](#uncategorized)
+ - [Nuclide](#nuclide)
+ - [Advanced Open File](#advanced-open-file)
+ - [Atom Reverser](#atom-reverser)
+ - [Atom Terminal](#atom-terminal)
+ - [Autocomplete module import](#autocomplete-module-import)
+ - [Beautify](#beautify)
+ - [Code Peek](#code-peek)
+ - [Color Picker](#color-picker)
+ - [Copy Paste](#copy-paste)
+ - [CSS Declaration Sorter](#css-declaration-sorter)
+ - [Duplicate Selection](#duplicate-selection)
+ - [Editor Config](#editor-config)
+ - [Emmet](#emmet)
+ - [File Icons](#file-icons)
+ - [Fonts](#fonts)
+ - [Git Time Machine](#git-time-machine)
+ - [html-to-css](#html-to-css)
+ - [iMDone](#imdone)
+ - [Jumpy](#jumpy)
+ - [Merge Conflicts](#merge-conflicts)
+ - [Minimap](#minimap)
+ - [Pigments](#pigments)
+ - [Project Plus](#project-plus)
+ - [Sort lines](#sort-lines)
+ - [Sorter](#sorter)
+ - [Sync Settings](#sync-settings)
+ - [PlatformIO IDE Terminal](#platformio-ide-terminal)
+ - [TernJS](#ternjs)
+ - [Test Navigator](#test-navigator)
+ - [Themer](#themer)
+ - [Toggle Quotes](#toggle-quotes)
+
+## Syntax
+
+Language packages extend the editor with syntax highlighting and/or
+snippets for a specific language or file format.
+
+ - [Angular](https://atom.io/packages/angularjs)
+ - [Vue.js](https://atom.io/packages/language-vue)
+ - [Dockerfile](https://atom.io/packages/language-docker)
+ - [Markdown](https://atom.io/packages/language-markdown)
+ - [React](https://atom.io/packages/react)
+ - [Stylus](https://atom.io/packages/stylus)
+ - [Pug](https://atom.io/packages/language-pug)
+ - [Tcl](https://atom.io/packages/language-tcl)
+ - [TypeScript](https://atom.io/packages/atom-typescript)
+
+## Lint
+
+In case the awesome nirvana that is linting has not yet been unleashed upon you:
+> lint was the name originally given to a particular program that flagged some suspicious and non-portable constructs (likely to be bugs) in C language source code. The term is now applied generically to tools that flag suspicious usage in software written in any computer language.
+
+To enable linting, you'll need the general [linter](https://atom.io/packages/linter) which provides the interface for the provider plugins for specific languages. The full list of current plugins can be found at [atomlinter.github.io](http://atomlinter.github.io/), a few examples being:
+
+ - C++
+ - [linter-clang](https://atom.io/packages/linter-clang)
+ - [linter-cppcheck](https://atom.io/packages/linter-cppcheck)
+ - [linter-gcc](https://atom.io/packages/linter-gcc) - on-the-fly linting!
+ - [linter-cpplint](https://atom.io/packages/linter-cpplint) - checks against google style guide
+ - [CSS](https://atom.io/packages/linter-stylelint) — stylelint
+ - [JavaScript](https://atom.io/packages/linter-eslint) — eslint
+ - [Python](https://atom.io/packages/linter-pylama) — pylama
+ - [SASS](https://atom.io/packages/linter-sass-lint) — sass-lint
+ - [Stylus](https://atom.io/packages/linter-stylint) — stylint
+ - [TypeScript](https://atom.io/packages/linter-tslint) - tslint
+
+ 
+
+## Build
+
+To enable building, you'll need the general [build](https://atom.io/packages/build) which provides the interface for the provider plugins for specific languages and adds integrates with [lint](#lint). The full list of current plugins can be found at [atombuild.github.io](http://atombuild.github.io/), a few examples being:
+
+ - [AppleScript](https://atom.io/packages/build-applescript) — oscompile
+ - [C/C++/Objective C](https://atom.io/packages/build-xcodebuild) — xcodebuild
+ - [CoffeeScript](https://atom.io/packages/build-coffee) - coffee
+ - [GNU Make](https://github.com/AtomBuild/atom-build-make) - make
+ - [Sass](https://atom.io/packages/build-sass) — sass
+ - [TypeScript](https://atom.io/packages/build-tsc) - tsc
+
+ 
+
+## Extensions
+
+#### [Nuclide](https://nuclide.io/)
+> An open IDE for web and native mobile development, built on top of Atom maintained by [Facebook](https://github.com/facebook/nuclide).
+
+
+
+## Collaboration
+
+#### [CodeSideStory](https://atom.io/packages/codesidestory-atom)
+> An Atom/Slack integration to start conversations about code right from the editor. Record screens and archive it right next to the line number to provide more context to your code.
+
+
+
+## Uncategorized
+
+#### [Advanced Open File](https://atom.io/packages/advanced-open-file)
+> Helps Atom users to open files and folders easily. It can also creates new files and folders if they don't currently exist.
+
+
+
+#### [Atom Reverser](https://atom.io/packages/atom-reverser)
+> Reverses your current selections; e.g. `false` to `true`
+
+
+
+#### [Atom Terminal](https://atom.io/packages/atom-terminal)
+> Launch terminal app on current file's directory with "Ctrl-Shift-T" in Atom.
+
+
+
+#### [Autocomplete module import](https://atom.io/packages/autocomplete-module-import)
+> Search & install npm packages from import/require statements by [Algolia](https://www.algolia.com/)
+
+
+
+#### [Beautify](https://atom.io/packages/atom-beautify)
+> [Beautify](https://github.com/beautify-web/js-beautify)
+HTML (including [Handlebars](http://handlebarsjs.com/)),
+CSS (including [Sass](http://sass-lang.com/) and [LESS](http://lesscss.org/)),
+JavaScript, and much more in Atom.
+
+#### [Code Peek](https://atom.io/packages/code-peek)
+> Quickly peek and edit functions in separate files from the context of your current editor.
+
+
+
+#### [Color Picker](https://atom.io/packages/color-picker)
+> Color picker that supports HEX, HEXa, RGB, RGBa, HSL, HSLa, HSV, HSVa, VEC3, VEC4 – and is able to convert between the formats. It also inspects Sass and LESS color variables.
+
+
+
+#### [Copy Paste](https://atom.io/packages/copy-paste)
+> Types in your code for your from the clipboard/buffer. Simply copy the code and hit the shortcut to watch your code being typed. Copy paste is ideal for screencasts and online courses.
+
+#### [CSS Declaration Sorter](https://atom.io/packages/css-declaration-sorter)
+> Sorts your CSS, Less or Sass declarations in Atom, never gets tired. You can choose from various ready-made orders to keep your CSS tidy.
+
+
+
+#### [Duplicate Selection](https://atom.io/packages/duplicate-line-or-selection)
+> Duplicates the selection if there is one, otherwise, duplicates the line.
+
+#### [Editor Config](https://atom.io/packages/editorconfig)
+> [EditorConfig](http://editorconfig.org) helps developers maintain consistent coding styles between different editors
+
+
+
+#### [Emmet](https://atom.io/packages/emmet)
+> Plugin which greatly improves HTML and CSS writing. Shortcuts can expand to complete set of HTML or CSS selectors.
+
+#### [File Icons](https://atom.io/packages/file-icons)
+> Adds file specific icons to atom for improved visual grepping. Works with Tree View and Fuzzy Finder and Tabs.
+
+#### [Fonts](https://atom.io/packages/fonts)
+> Lots of monospace fonts.
+
+#### [Git Time Machine](https://atom.io/packages/git-time-machine)
+> It shows visual plot of commits to the current file over time and you can click on it on the timeplot or hover over the plot and see all of the commits for a time range.
+
+
+
+#### [html-to-css](https://atom.io/packages/html-to-css)
+> Generates CSS boilerplate based on the selected HTML. Supports CSS, SCSS, Sass, LESS, BEM, JSX.
+
+
+
+#### [iMDone](https://atom.io/packages/imdone-atom)
+> A task-board for TODOs, FIXMEs, HACKs, etc in your code.
+
+
+
+#### [Jumpy](https://atom.io/packages/jumpy)
+> An Atom package that creates dynamic hotkeys to jump around files across visible panes.
+
+
+
+#### [Merge Conflicts](https://atom.io/packages/merge-conflicts)
+> Resolve your git merge conflicts in Atom.
+
+
+
+#### [Minimap](https://atom.io/packages/minimap)
+> A preview of the full source code.
+
+#### [Pigments](https://atom.io/packages/pigments)
+> A package to display colors in project and files.
+
+
+
+#### [Project Plus](https://atom.io/packages/project-plus)
+> Simply awesome project management in Atom.
+
+
+
+#### [Sort Lines](https://atom.io/packages/sort-lines)
+> Sorts your lines. Never gets tired.
+
+
+
+#### [Sorter](https://atom.io/packages/sorter)
+> Sorts Lines, JSON, CSS, HTML, CSV. Restores semicolons. Respects indentation. Supports natural sort.
+
+#### [Sync Settings](https://atom.io/packages/sync-settings)
+> Synchronize package settings, keymap and installed packages across Atom instances.
+
+#### [PlatformIO IDE Terminal](https://atom.io/packages/platformio-ide-terminal)
+> A terminal package for Atom, complete with themes, API and more for PlatformIO IDE.
+> This is a maintained (as of 2017-07-13) fork of terminal-plus.
+
+
+
+#### [TernJS](https://atom.io/packages/atom-ternjs)
+> Javascript code intelligence for atom with tern.js and autocomplete-plus.
+
+### [Test Navigator](https://atom.io/packages/test-navigator)
+> Quickly navigate between test and implementation files.
+
+
+
+#### [Themer](https://themer.mjswensen.com)
+> Generate Atom syntax/UI theme packages (and matching themes for your other tools) from your favorite colors.
+
+#### [Toggle Quotes](https://atom.io/packages/toggle-quotes)
+> Quickly toggle between single and double quotes.
+
+#### [Tree View Search Bar](https://atom.io/packages/tree-view-search-bar)
+> Quick look in tree view.
diff --git a/readmes/audiovisual b/readmes/audiovisual
new file mode 100644
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--- /dev/null
+++ b/readmes/audiovisual
@@ -0,0 +1,176 @@
+
+# Awesome Audiovisual [](https://awesome.re)
+
+> Curated list of software, libraries and resources for lighting, video and audio professionals and hobbyists.
+
+Want to add something? Just make a pull request, but be sure to follow the [contributing guidelines](./contributing.md)! Question? Ask it in the [General Discussion issue](https://github.com/stingalleman/awesome-audiovisual/issues/2).
+
+## Contents
+
+- [Lighting](#Lighting)
+ - [Lighting Software](#Lighting-Software)
+ - [Visualizers](#Visualizer)
+- [Audio](#Audio)
+ - [Audio Software](#Audio-Software)
+ - [Audio tools](#Audio-tools)
+- [Video](#Video)
+- [Tools](#Tools)
+ - [CADs](#CADs)
+ - [Timecode](#Timecode)
+ - [Monitoring](#Monitoring)
+- [Libraries and frameworks](#Libraries-and-frameworks)
+ - [ArtNet Libraries](#ArtNet-Libraries)
+- [Hardware](#Hardware)
+- [Graphics](#Graphics)
+- [Management](#Management)
+- [Resources](#Resources)
+ - [Blogs](#Blogs)
+- [Tutorials](#Tutorials)
+ - [GrandMA2 tutorials](#GrandMA2-tutorials)
+- [Misc/other](#Misc/other)
+
+## Lighting
+
+**[`^ back to top ^`](#Contents)**
+
+### Lighting Software
+
+- [Avolites Titan](https://www.avolites.com/software/downloads/titan-pc-suite) - PC version of the Titan software which runs on the Avolites desk. Free to use until version 11.4 although it spits out random data once in a while. Requires a dongle from version 12. `⚠ not free`.
+- [Chamsys MagicQ](https://chamsyslighting.com/) - MagiQ is a professional lighting software providing up to 64 Artnet universes for free. It includes powerful features like 2D/3D pixel mapping, effect generator, media server and visualizer.
+- [Daslight](https://www.daslight.com/) - DMX lighting software for PC and Mac.
+- [Dot2 software](https://www.malighting.com/downloads/products/dot2/) - Free, offline software for the Dot2 consoles. Includes Dot2 onPC and Dot2 3D.
+- [EOS Family](https://www.etcconnect.com/Products/Consoles/Eos-Family/) - Software for ETC's EOS-family consoles. `⚠ freemium`.
+- [Freestyler](http://www.freestylerdmx.be/) - Free lightning control software
+- [GrandMA2 software](https://www.malighting.com/downloads/products/grandma2/) - Free, offline software for the GrandMA2 lighting console. Includes GrandMA2 OnPC and MA3D. Does not output DMX for free. `⚠ freemium`.
+- [GrandMA3 software](https://www.malighting.com/downloads/products/grandma3/) - Free, offline software for the **new** GrandMA3 lighting console. Includes GrandMA3 OnPC. Does not output DMX for free. `⚠ freemium`.
+- [Hog 4 software](https://www.highend.com/products/consoles/) - Free, offline software for the Hog 4 lighting console. Includes Hog 4 pc. Does not output DMX for free. `⚠ freemium`.
+- [LightFactory](https://www.lightfactory.net/) - PC Lighting Control software witch also is the backend of the NEO Console. `⚠ not free`.
+- [ONYX](https://obsidiancontrol.com/onyx) - Modern lighting control system with alot of features.
+- [QLC+](https://www.qlcplus.org/) - QLC+ is a free and cross-platform software to control DMX or analog lighting systems like moving heads, dimmers, scanners etc. [Source Code](https://github.com/mcallegari/qlcplus) `✓ open-source`.
+- [xLights](https://xlights.org/) - Meant for home Christmas light shows but is a great way to sync lights to music on a budget. [Source Code](https://github.com/smeighan/xLights) `✓ open-source`.
+
+### Visualizers
+
+- [Capture](https://www.capture.se/) - Documentation and visualisation software. Capture is a native macOS and Windows application that lets you work with lighting, video, laser, moving scenery and water effects. Does have a free Student Edition. `⚠ freemium`.
+- [Depence²](https://www.syncronorm.com/products/depence2/overview/) - Depence² is a unique application, which combines the design and visualization process with the potential to control the real show. `⚠ not free`.
+- [Ma3D](https://www.malighting.com/downloads/products/grandma2/) - **Free** lighting visualizer for GrandMA consoles/software.
+- [wysiwyg](https://cast-soft.com/wysiwyg-lighting-design/) - wysiwyg is an all-in-one lighting design software with fully integrated CAD, plots, data, visualization and virtual show control. `⚠ not free`.
+
+## Audio
+
+**[`^ back to top ^`](#Contents)**
+
+### Audio Software
+
+- [Audacity](https://www.audacityteam.org/) - Audio file editor and analysis tool, great for cropping down sound effects and music tracks. `✓ open-source`.
+- [Ardour](https://ardour.org/) - A full realtime audio recording and editing suite. [Source Code](https://github.com/Ardour/ardour) `✓ open-source`.
+- [da-Share MultiPlay](https://www.da-share.com/software/multiplay/) - MultiPlay is a Windows based program designed to play audio cues for theatre or corporate use. It is free to use.
+- [Linux Show Player](https://www.linux-show-player.org/) - Free cue player designed for stage productions. [Source Code](https://github.com/FrancescoCeruti/linux-show-player) `✓ open-source`.
+- [QLab](https://qlab.app/) - QLab is sound, video, and lighting control for macOS. `⚠ freemium`.
+- [REAPER](https://www.reaper.fm/) - REAPER is a complete digital audio production application for computers, offering a full multitrack audio and MIDI recording, editing, processing, mixing and mastering toolset. `⚠ freemium`.
+
+### Audio tools
+
+- [ARTA](http://www.artalabs.hr/) - A collection of programs for audio measurements and analysis.
+- [REW](https://www.roomeqwizard.com/) - REW is free room acoustics analysis software for measuring and analysing room and loudspeaker responses. Free SMAART alternative.
+
+## Video
+
+**[`^ back to top ^`](#Contents)**
+
+See [ebu/awesome-broadcasting](https://github.com/ebu/awesome-broadcasting#readme).
+
+## Tools
+
+**[`^ back to top ^`](#Contents)**
+
+- [Livescript](https://github.com/Netlob/livescript) - Insert a musical/theatre-script from Google Docs and use this for a live "autocue" and scroller with everyone on the site. `✓ open-source`.
+- [StageClock](http://notelek.com/StageClock/) - StageClock is a Java based graphical timekeeping application. It outputs a clean feed from an attached monitor, and has time/date, timer, and show information. `⚠ freemium`.
+
+### CADs
+
+- [AutoCAD](https://www.autodesk.com/products/autocad) - AutoCAD® is computer-aided design (CAD) software that architects, engineers, and construction professionals rely on to create precise 2D and 3D drawings. `⚠ not free`.
+- [Vectorworks](https://www.vectorworks.net/) - Vectorworks is a versatile, on-premise application that provides extensive 2D drafting, 3D modeling, BIM and rendering capabilities for your architectural and landscape design needs. Also had a special entertainment version: [Vectorworks Spotlight](https://www.vectorworks.net/en-GB/spotlight). `⚠ not free`.
+
+### Timecode
+
+Timecode is a sequence of numeric codes generated at regular intervals by a timing synchronization system. Timecode is used in video production, show control and other applications which require temporal coordination or logging of recording or actions.
+
+- [El-Tee-See](http://elteesee.pehrhovey.net/) - LTC wav file generator.
+- [TCgenerator](https://github.com/dimitriCGNL/TCGenerator) - Reaper time marker to GrandMA2 TC Generator. `✓ open-source`.
+- [Timecode](https://github.com/MrExplode/Timecode) - ArtNet and LTC timecode generator, made with Java. `✓ open-source`.
+- [Time MIDI sender](https://github.com/TheGreyDiamond/Time-MIDI-sender) - A free tool for sending time data to DasLight (via MIDI). `✓ open-source`.
+- [TimelordMTC](https://timelord-mtc.com/) - Advanced timecode management tool. `⚠ not free`.
+- [M2Q](https://github.com/lorenzofattori/M2Q) - Python application capable to trigger Chamsys Consoles/Software via MIDI for advanced synchronized shows. `✓ open-source`.
+
+### Monitoring
+
+- [AES67 WebMeter](https://github.com/zjstraus/AES67-WebMeter) - Server that receives an AES67 audio stream and presents a webpage with meters. `✓ open-source`.
+- [meters.lv2](https://github.com/x42/meters.lv2) - meters.lv2 is a collection of audio-level meters with GUI in LV2 plugin format. `✓ open-source`.
+- [Open Sound Meter](https://opensoundmeter.com/) - Clean, open-source sound meter. Supports RTA, magnitude, phase and impulse response, coherence, group delay and more. `✓ open-source`.
+
+## Libraries and frameworks
+
+**[`^ back to top ^`](#Contents)**
+
+- [Open Lighting Architecture](https://www.openlighting.org/ola/) - A framework for lighting control information. Supports a range of protocols and over a dozen of USB devices. [Source Code](https://github.com/OpenLightingProject/ola)
+- [node-dmx](https://github.com/node-dmx/dmx) - DMX controller library for Node.js. `nodejs` `✓ open-source`.
+
+### ArtNet Libraries
+
+- [artnet](https://github.com/hobbyquaker/artnet) - Node.js module that can be used to send ArtDMX packages to an Art-Net node. `nodejs`.
+- [artnet4j](https://github.com/cansik/artnet4j) - Art-Net library for Java and Processing. `java`.
+
+## Hardware
+
+**[`^ back to top ^`](#Contents)**
+
+See [HARDWARE.md](./HARDWARE.md).
+
+## Graphics
+
+**[`^ back to top ^`](#Contents)**
+
+- [GIMP](https://www.gimp.org/) - GIMP is a cross-platform image editor available for Linux, Windows, and macOS.
+- [Inkscape](https://inkscape.org/) - Inkscape is a professional vector graphics editor for Linux, Windows and macOS.
+
+## Management
+**[`^ back to top ^`](#Contents)**
+
+- [Rentman](https://rentman.io/) - Cloud rental software for AV & Event companies. Resource planning, scheduling and more. `⚠ not free`
+
+## Resources
+
+**[`^ back to top ^`](#Contents)**
+
+- [Chamsys Programmers and Users facebook group](https://www.facebook.com/groups/chamsys.users/) - The best place to find information about Chamsys consoles and software.
+- [Christian Jackson](https://www.youtube.com/channel/UCdLor-EVzOjOY7OZNXt8eIw) - YouTube channel about concert lighting. Also has great MA tutorials.
+- [ESTA Technical Standards Program](https://tsp.esta.org/tsp/documents/published_docs.php) - Collection of technical standards in the entertainment technology industry.
+- [Geezers of Gear](https://geezersofgear.libsyn.com/) - Entertainment Production Industry veteran talking about pro-audio, lighting, staging, video + the people and companies who work in this great industry.
+- [@limelightwired](https://www.instagram.com/limelightwired/) - Lighting production community on Instagram.
+- [awesome-linuxaudio](https://github.com/nodiscc/awesome-linuxaudio) - A Awesome list with all things Linux audio.
+- [QLab Cookbook](https://qlab.app/cookbook/) - The cookbook is a collection of projects, examples, and experiments using a broad range of QLab programming techniques including AppleScript, OSC, external control using QLab Remote, third-party MIDI and OSC controllers, and other software.
+- [/r/lightingdesign](https://reddit.com/r/lightingdesign/) - The Reddit community for lighting designers worldwide.
+- [/r/techtheatre](https://reddit.com/r/techtheatre/) - The reddit community for all production designers and technicians!
+
+### Blogs
+
+- [mikewoodld.com/blog/](https://www.mikewoodld.com/blog/) - Blog of Lighting Designer Mike Wood.
+- [notelek.com/blog/](http://notelek.com/blog/) - LXR Stage Technology Blog.
+
+## Tutorials
+
+**[`^ back to top ^`](#Contents)**
+
+### GrandMA2 tutorials
+
+- [GMA2 colour picker tutorial](https://www.youtube.com/watch?v=lhYDUzWKz3M) - A tutorial for how to add a colour picker in GrandMA2.
+
+## Misc/other
+
+**[`^ back to top ^`](#Contents)**
+
+- [Blender ArtNet](https://github.com/BryanCrotaz/blender-artnet) - Blender script to push ArtNet data to Evee lights. Runs at 30fps with Evee rendering in the viewport. `✓ open-source`.
+- [Linux](https://en.wikipedia.org/wiki/Linux) - A free operating system that can run on pretty much every kind of computer and is great for breathing new life into old computers that aren't supported by the newer Windows editions. There's tons of different distributions to choose from,. The most common one for general computer stuff is [Ubuntu](https://ubuntu.com/). `✓ open-source`.
+- [MIDI Monster](https://github.com/cbdevnet/midimonster/) - MIDIMonster is a universal control and translation tool. It can translate between many different protocols such as MIDI, Artnet, sACN and OSC. `✓ open-source`.
+- [UsedLighting](https://www.usedlighting.com/) - Marketplace for buying/selling used lighting hardware.
diff --git a/readmes/auditalgorithms b/readmes/auditalgorithms
new file mode 100644
index 0000000..ac1185e
--- /dev/null
+++ b/readmes/auditalgorithms
@@ -0,0 +1,114 @@
+# Awesome Audit Algorithms [](https://awesome.re)
+
+A curated list of algorithms for auditing black-box algorithms.
+Nowadays, many algorithms (recommendation, scoring, classification) are operated at third party providers, without users or institutions having any insights on how they operate on their data. Audit algorithms in this list thus apply to this setup, coined the "black-box" setup, where one auditor wants to get some insight on these remote algorithms.
+
+
+
+> A user queries a remote algorithm (eg, through available APIs), to infer information about that algorithm.
+
+## Contents
+- [Papers](#papers)
+- [Related Events](#related-events)
+
+## Papers
+### 2024
+- [FairProof: Confidential and Certifiable Fairness for Neural Networks](https://arxiv.org/pdf/2402.12572v1.pdf) - *Proposes an alternative paradigm to traditional auditing using crytographic tools like Zero-Knowledge Proofs; gives a system called FairProof for verifying fairness of small neural networks.*
+- [Under manipulations, are some AI models harder to audit?](https://grodino.github.io/projects/manipulated-audits/preprint.pdf) - (SATML) *Relates the difficulty of black-box audits
+to the capacity of the targeted models, using the Rademacher complexity.*
+- [Improved Membership Inference Attacks Against Language Classification Models](https://arxiv.org/pdf/2310.07219.pdf) - (ICLR) *Presents a framework for running membership inference attacks against classifier, in audit mode.*
+- [Auditing Fairness by Betting](https://arxiv.org/pdf/2305.17570.pdf) - (Neurips) [[Code]](https://github.com/bchugg/auditing-fairness) *Sequential methods that allows for the continuous monitoring of incoming data from a black-box classifier or regressor.*
+### 2023
+- [XAudit : A Theoretical Look at Auditing with Explanations](https://arxiv.org/pdf/2206.04740.pdf) - *Formalizes the role of explanations in auditing and investigates if and how model explanations
+can help audits.*
+- [Keeping Up with the Language Models: Robustness-Bias Interplay in NLI Data and Models](https://arxiv.org/pdf/2305.12620.pdf) - *Proposes a way to extend the shelf-life of auditing datasets by using language models themselves; also finds problems with the current bias auditing metrics and proposes alternatives -- these alternatives highlight that model brittleness superficially increased the previous bias scores.*
+- [Online Fairness Auditing through Iterative Refinement](https://dl.acm.org/doi/pdf/10.1145/3580305.3599454) - (KDD) *Provides an adaptive process that automates the inference of probabilistic guarantees associated with estimating fairness metrics.*
+- [Stealing the Decoding Algorithms of Language Models](https://people.cs.umass.edu/~amir/papers/CCS23-LM-stealing.pdf) - (CCS) *Steal the type and hyperparameters of the decoding algorithms of a LLM.*
+- [Modeling rabbit‑holes on YouTube](https://link.springer.com/epdf/10.1007/s13278-023-01105-9?sharing_token=h-O-asHI49VUWS9FxN1Gsve4RwlQNchNByi7wbcMAY6I98PKW1PqhFQJ_JqQyk3TrB05qDb3LUzMDmKOgrupccQliViDle-rwKEi2MZ8xBViaAQhyN41oZBKLLeXchoeIW2kklVHC094I5KD8pxja4-if6-iB0uAI1FnqnYoxjU%3D) - (SNAM) *Models the trapping dynamics of users in rabbit holes in YouTube, and provides a measure of this enclosure.*
+- [Auditing YouTube’s Recommendation Algorithm for Misinformation Filter Bubbles](https://dl.acm.org/doi/full/10.1145/3568392) - (Transactions on Recommender Systems) *What it takes to “burst the bubble,” i.e., revert the bubble enclosure from recommendations.*
+- [Auditing Yelp’s Business Ranking and Review Recommendation Through the Lens of Fairness](https://arxiv.org/pdf/2308.02129.pdf) - (Arxiv) *Audits the fairness of Yelp’s business
+ranking and review recommendation systems, with demographic parity, exposure, and statistical tests such as quantile linear and logistic regression.*
+- [Confidential-PROFITT: Confidential PROof of FaIr Training of Trees](https://openreview.net/pdf?id=iIfDQVyuFD) - (ICLR) *Proposes fair decision tree learning algorithms along with zero-knowledge proof protocols to obtain a proof of fairness on the audited server.*
+- [SCALE-UP: An Efficient Black-box Input-level Backdoor Detection via Analyzing Scaled Prediction Consistency](https://arxiv.org/pdf/2302.03251.pdf) - (ICLR) *Considers backdoor detection under the black-box setting in machine learning as a service (MLaaS) applications.*
+### 2022
+- [Two-Face: Adversarial Audit of Commercial Face Recognition Systems](https://ojs.aaai.org/index.php/ICWSM/article/view/19300/19072) - (ICWSM) *Performs an adversarial audit on multiple systems APIs and datasets, making a number of concerning observations.*
+- [Scaling up search engine audits: Practical insights for algorithm auditing](https://journals.sagepub.com/doi/10.1177/01655515221093029) - (Journal of Information Science) [(Code)](https://github.com/gesiscss/WebBot) *Audits multiple search engines using simulated browsing behavior with virtual agents.*
+- [A zest of lime: towards architecture-independent model distances](https://openreview.net/pdf?id=OUz_9TiTv9j) - (ICLR) *Measures the distance between two remote models using LIME.*
+- [Active Fairness Auditing](https://proceedings.mlr.press/v162/yan22c/yan22c.pdf) - (ICML) *Studies of query-based auditing algorithms that can estimate the demographic parity of ML models in a query-efficient manner.*
+- [Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis](https://proceedings.neurips.cc/paper/2021/file/da94cbeff56cfda50785df477941308b-Paper.pdf) - (NeurIPS) *Sobol indices provide an efficient way to capture higher-order interactions between image regions and their contributions to a (black box) neural network’s prediction through the lens of variance.*
+- [Your Echos are Heard: Tracking, Profiling, and Ad Targeting in the Amazon Smart Speaker Ecosystem](https://arxiv.org/pdf/2204.10920.pdf) - (arxiv) *Infers a link between the Amazon Echo system and the ad targeting algorithm.*
+### 2021
+- [When the Umpire is also a Player: Bias in Private Label Product Recommendations on E-commerce Marketplaces](https://arxiv.org/pdf/2102.00141.pdf) - (FAccT) *Do Amazon private label products get an unfair share of recommendations and are therefore advantaged compared to 3rd party products?*
+- [Everyday Algorithm Auditing: Understanding the Power of Everyday Users in Surfacing Harmful Algorithmic Behaviors](https://arxiv.org/pdf/2105.02980.pdf) - (CHI) *Makes the case for "everyday algorithmic auditing" by users.*
+- [Auditing Black-Box Prediction Models for Data Minimization Compliance](https://www.cs.bu.edu/faculty/crovella/paper-archive/minimization-audit-Neurips21.pdf) - (NeurIPS) *Measures the level of data minimization satisfied by the prediction model using a limited number of queries.*
+- [Setting the Record Straighter on Shadow Banning](https://arxiv.org/abs/2012.05101) - (INFOCOM) [(Code)](https://gitlab.enseeiht.fr/bmorgan/infocom-2021) *Considers the possibility of shadow banning in Twitter (ie, the moderation black-box algorithm), and measures the probability of several hypothesis.*
+- [Extracting Training Data from Large Language Models](https://arxiv.org/pdf/2012.07805.pdf) - (USENIX Security) *Extract verbatim text sequences from the GPT-2 model’s training data.*
+- [FairLens: Auditing black-box clinical decision support systems](https://www.sciencedirect.com/science/article/pii/S030645732100145X?casa_token=oyjFKij269MAAAAA:w_ohScpMPNMnkDdzBqAIod5QfBgQlq5Ht9mMRSOydZpOgNG-i1yuqEmBjWN__38gOGmjNL7dVT0) - (Information Processing & Management) *Presents a pipeline to detect and explain potential fairness issues in Clinical DSS, by comparing different multi-label classification disparity measures.*
+- [Auditing Algorithmic Bias on Twitter](https://dl.acm.org/doi/abs/10.1145/3447535.3462491) - (WebSci).
+- [Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information](https://proceedings.mlr.press/v139/neiswanger21a.html) - (ICML) *A budget constrained and Bayesian optimization procedure to extract properties out of a black-box algorithm.*
+### 2020
+- [Black-Box Ripper: Copying black-box models using generative evolutionary algorithms](https://proceedings.neurips.cc/paper/2020/file/e8d66338fab3727e34a9179ed8804f64-Paper.pdf) - (NeurIPS) *Replicates the functionality of a black-box neural model, yet with no limit on the amount of queries (via a teacher/student scheme and an evolutionary search).*
+- [Auditing radicalization pathways on ](https://dl.acm.org/doi/pdf/10.1145/3351095.3372879) - (FAT*) *Studies the reachability of radical channels from each others, using random walks on static channel recommendations.*
+- [Adversarial Model Extraction on Graph Neural Networks](https://arxiv.org/abs/1912.07721) - (AAAI Workshop on Deep Learning on Graphs: Methodologies and Applications) *Introduces GNN model extraction and presents a preliminary approach for this.*
+- [Remote Explainability faces the bouncer problem](https://rdcu.be/b6qB4) - (Nature Machine Intelligence volume 2, pages529–539) [(Code)](https://github.com/erwanlemerrer/bouncer_problem) *Shows the impossibility (with one request) or the difficulty to spot lies on the explanations of a remote AI decision.*
+- [GeoDA: a geometric framework for black-box adversarial attacks](https://openaccess.thecvf.com/content_CVPR_2020/papers/Rahmati_GeoDA_A_Geometric_Framework_for_Black-Box_Adversarial_Attacks_CVPR_2020_paper.pdf) - (CVPR) [(Code)](https://github.com/thisisalirah/GeoDA) *Crafts adversarial examples to fool models, in a pure blackbox setup (no gradients, inferred class only).*
+- [The Imitation Game: Algorithm Selectionby Exploiting Black-Box Recommender](https://github.com/erwanlemerrer/erwanlemerrer.github.io/raw/master/files/imitation_blackbox_recommenders_netys-2020.pdf) - (Netys) [(Code)](https://github.com/gdamaskinos/RecRank) *Parametrize a local recommendation algorithm by imitating the decision of a remote and better trained one.*
+- [Auditing News Curation Systems:A Case Study Examining Algorithmic and Editorial Logic in Apple News](https://ojs.aaai.org/index.php/ICWSM/article/view/7277) - (ICWSM) *Audit study of Apple News as a sociotechnical news curation system (trending stories section).*
+- [Auditing Algorithms: On Lessons Learned and the Risks of DataMinimization](https://dl.acm.org/doi/pdf/10.1145/3375627.3375852) - (AIES) *A practical audit for a well-being recommendation app developed by Telefónica (mostly on bias).*
+- [Extracting Training Data from Large Language Models](https://arxiv.org/pdf/2012.07805) - (arxiv) *Performs a training data extraction attack to recover individual training examples by querying the language model.*
+### 2019
+- [Adversarial Frontier Stitching for Remote Neural Network Watermarking](https://arxiv.org/abs/1711.01894) - (Neural Computing and Applications) [(Alternative implementation)](https://github.com/dunky11/adversarial-frontier-stitching) *Check if a remote machine learning model is a "leaked" one: through standard API requests to a remote model, extract (or not) a zero-bit watermark, that was inserted to watermark valuable models (eg, large deep neural networks).*
+- [Knockoff Nets: Stealing Functionality of Black-Box Models](https://arxiv.org/abs/1812.02766.pdf) - (CVPR) *Ask to what extent can an adversary steal functionality of such "victim" models based solely on blackbox interactions: image in, predictions out.*
+- [Opening Up the Black Box:Auditing Google's Top Stories Algorithm](https://par.nsf.gov/servlets/purl/10101277) - (Flairs-32) *Audit of the Google's Top stories panel that pro-vides insights into its algorithmic choices for selectingand ranking news publisher*
+- [Making targeted black-box evasion attacks effective andefficient](https://arxiv.org/pdf/1906.03397.pdf) - (arXiv) *Investigates how an adversary can optimally use its query budget for targeted evasion attacks against deep neural networks.*
+- [Online Learning for Measuring Incentive Compatibility in Ad Auctions](https://research.fb.com/wp-content/uploads/2019/05/Online-Learning-for-Measuring-Incentive-Compatibility-in-Ad-Auctions.pdf) - (WWW) *Measures the incentive compatible- (IC) mechanisms (regret) of black-box auction platforms.*
+- [TamperNN: Efficient Tampering Detection of Deployed Neural Nets](https://arxiv.org/abs/1903.00317) - (ISSRE) *Algorithms to craft inputs that can detect the tampering with a remotely executed classifier model.*
+- [Neural Network Model Extraction Attacks in Edge Devicesby Hearing Architectural Hints](https://arxiv.org/pdf/1903.03916.pdf) - (arxiv) *Through the acquisition of memory access events from bus snooping, layer sequence identification bythe LSTM-CTC model, layer topology connection according to the memory access pattern, and layer dimension estimation under data volume constraints, it demonstrates one can accurately recover the a similar network architecture as the attack starting point*
+- [Stealing Knowledge from Protected Deep Neural Networks Using Composite Unlabeled Data](https://ieeexplore.ieee.org/abstract/document/8851798) - (ICNN) *Composite method which can be used to attack and extract the knowledge ofa black box model even if it completely conceals its softmaxoutput.*
+- [Neural Network Inversion in Adversarial Setting via Background Knowledge Alignment](https://dl.acm.org/citation.cfm?id=3354261) - (CCS) *Model inversion approach in the adversary setting based on training an inversion model that acts as aninverse of the original model. With no fullknowledge about the original training data, an accurate inversion is still possible by training the inversion model on auxiliary samplesdrawn from a more generic data distribution.*
+### 2018
+- [Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR](https://arxiv.org/abs/1711.00399) - (Harvard Journal of Law & Technology) *To explain a decision on x, find a conterfactual: the closest point to x that changes the decision.*
+- [Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation](https://arxiv.org/abs/1710.06169) - (AIES) *Treats black box models as teachers, training transparent student models to mimic the risk scores assigned by black-box models.*
+- [Towards Reverse-Engineering Black-Box Neural Networks](https://arxiv.org/abs/1711.01768) - (ICLR) [(Code)](https://github.com/coallaoh/WhitenBlackBox) *Infer inner hyperparameters (eg number of layers, non-linear activation type) of a remote neural network model by analysing its response patterns to certain inputs.*
+- [Data driven exploratory attacks on black box classifiers in adversarial domains](https://www.sciencedirect.com/science/article/pii/S092523121830136X) - (Neurocomputing) *Reverse engineers remote classifier models (e.g., for evading a CAPTCHA test).*
+- [xGEMs: Generating Examplars to Explain Black-Box Models](https://arxiv.org/pdf/1806.08867.pdf) - (arXiv) *Searches bias in the black box model by training an unsupervised implicit generative model. Thensummarizes the black-box model behavior quantitatively by perturbing data samples along the data manifold.*
+- [Learning Networks from Random Walk-Based Node Similarities](https://arxiv.org/pdf/1801.07386) - (NIPS) *Reversing graphs by observing some random walk commute times.*
+- [Identifying the Machine Learning Family from Black-Box Models](https://rd.springer.com/chapter/10.1007/978-3-030-00374-6_6) - (CAEPIA) *Determines which kind of machine learning model is behind the returned predictions.*
+- [Stealing Neural Networks via Timing Side Channels](https://arxiv.org/pdf/1812.11720.pdf) - (arXiv) *Stealing/approximating a model through timing attacks usin queries.*
+- [Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data](https://arxiv.org/abs/1806.05476) - (IJCNN) [(Code)](https://github.com/jeiks/Stealing_DL_Models) *Stealing black-box models (CNNs) knowledge by querying them with random natural images (ImageNet and Microsoft-COCO).*
+- [Auditing the Personalization and Composition of Politically-Related Search Engine Results Pages](https://dl.acm.org/doi/10.1145/3178876.3186143) - (WWW) *A Chrome extension to survey participants and collect the Search Engine Results Pages (SERPs) and autocomplete suggestions, for studying personalization and composition.*
+### 2017
+- [Uncovering Influence Cookbooks : Reverse Engineering the Topological Impact in Peer Ranking Services](https://dl.acm.org/authorize.cfm?key=N21772) - (CSCW) *Aims at identifying which centrality metrics are in use in a peer ranking service.*
+- [The topological face of recommendation: models and application to bias detection](https://arxiv.org/abs/1704.08991) - (Complex Networks) *Proposes a bias detection framework for items recommended to users.*
+- [Membership Inference Attacks Against Machine Learning Models](http://ieeexplore.ieee.org/document/7958568/) - (Symposium on Security and Privacy) *Given a machine learning model and a record, determine whether this record was used as part of the model's training dataset or not.*
+- [Practical Black-Box Attacks against Machine Learning](https://dl.acm.org/citation.cfm?id=3053009) - (Asia CCS) *Understand how vulnerable is a remote service to adversarial classification attacks.*
+### 2016
+- [Algorithmic Transparency via Quantitative Input Influence: Theory and Experiments with Learning Systems](https://www.andrew.cmu.edu/user/danupam/datta-sen-zick-oakland16.pdf) - (IEEE S&P) *Evaluate the individual, joint and marginal influence of features on a model using shapley values.*
+- [Auditing Black-Box Models for Indirect Influence](https://arxiv.org/abs/1602.07043) - (ICDM) *Evaluate the influence of a variable on a black-box model by "cleverly" removing it from the dataset and looking at the accuracy gap*
+- [Iterative Orthogonal Feature Projection for Diagnosing Bias in Black-Box Models](https://arxiv.org/abs/1611.04967) - (FATML Workshop) *Performs feature ranking to analyse black-box models*
+- [Bias in Online Freelance Marketplaces: Evidence from TaskRabbit](http://datworkshop.org/papers/dat16-final22.pdf) - (dat workshop) *Measures the TaskRabbit's search algorithm rank.*
+- [Stealing Machine Learning Models via Prediction APIs](https://www.usenix.org/conference/usenixsecurity16/technical-sessions/presentation/tramer) - (Usenix Security) [(Code)](https://github.com/ftramer/Steal-ML) *Aims at extracting machine learning models in use by remote services.*
+- [“Why Should I Trust You?”Explaining the Predictions of Any Classifier](https://arxiv.org/pdf/1602.04938v3.pdf) - (arXiv) [(Code)](https://github.com/marcotcr/lime-experiments) *Explains a blackbox classifier model by sampling around data instances.*
+- [Back in Black: Towards Formal, Black Box Analysis of Sanitizers and Filters](http://ieeexplore.ieee.org/document/7546497/) - (Security and Privacy) *Black-box analysis of sanitizers and filters.*
+- [Algorithmic Transparency via Quantitative Input Influence: Theory and Experiments with Learning Systems](http://ieeexplore.ieee.org/document/7546525/) - (Security and Privacy) *Introduces measures that capture the degree of influence of inputs on outputs of the observed system.*
+- [An Empirical Analysis of Algorithmic Pricing on Amazon Marketplace](https://mislove.org/publications/Amazon-WWW.pdf) - (WWW) [(Code)](http://personalization.ccs.neu.edu) *Develops a methodology for detecting algorithmic pricing, and use it empirically to analyze their prevalence and behavior on Amazon Marketplace.*
+### 2015
+- [Certifying and Removing Disparate Impact](https://arxiv.org/abs/1412.3756) - (SIGKDD) *Proposes SVM-based methods to certify absence of bias and methods to remove biases from a dataset.*
+- [Peeking Beneath the Hood of Uber](https://dl.acm.org/citation.cfm?id=2815681) - (IMC) *Infer implementation details of Uber's surge price algorithm.*
+### 2014
+- [A peek into the black box: exploring classifiers by randomization]() - (Data Mining and Knowledge Discovery journal) ([code](https://github.com/tsabsch/goldeneye)) *Finds groups of features that can be permuted without changing the output label of predicted samples*
+- [XRay: Enhancing the Web's Transparency with Differential Correlation](https://www.usenix.org/node/184394) - (USENIX Security) *Audits which user profile data were used for targeting a particular ad, recommendation, or price.*
+### 2013
+- [Measuring Personalization of Web Search](https://dl.acm.org/citation.cfm?id=2488435) - (WWW) *Develops a methodology for measuring personalization in Web search result.*
+- [Auditing: Active Learning with Outcome-Dependent Query Costs](https://www.cs.bgu.ac.il/~sabatos/papers/SabatoSarwate13.pdf) - (NIPS) *Learns from a binary classifier paying only for negative labels.*
+
+### 2012
+- [Query Strategies for Evading Convex-Inducing Classifiers](http://www.jmlr.org/papers/v13/nelson12a.html) - (JMLR) *Evasion methods for convex classifiers. Considers evasion complexity.*
+### 2008
+- [Privacy Oracle: a System for Finding Application Leakswith Black Box Differential Testing](https://dl.acm.org/citation.cfm?id=1455806) - (CCS) *Privacy Oracle: a system that uncovers applications' leaks of personal information in transmissions to remoteservers.*
+### 2005
+- [Adversarial Learning](https://dl.acm.org/citation.cfm?id=1081950) - (KDD) *Reverse engineering of remote linear classifiers, using membership queries.*
+
+## Related Events
+* [Workshop on Algorithmic Audits of Algorithms (WAAA)](https://algorithmic-audits.github.io)
+* [Regulatable ML Workshop (RegML'23)](https://regulatableml.github.io/)
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](https://dotnet.microsoft.com/apps/aspnet/web-apps/client)
+
+> A collection of awesome Blazor resources.
+
+Blazor is a .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
+
+Contributions are always welcome! Please take a look at the [contribution guidelines](https://github.com/AdrienTorris/awesome-blazor/blob/master/CONTRIBUTING.md) pages first. Thanks to all [contributors](https://github.com/AdrienTorris/awesome-blazor/graphs/contributors), you're awesome and wouldn't be possible without you!
+
+If you need to search on this list you can try this great website: [Awesome Blazor Browser](https://jsakamoto.github.io/awesome-blazor-browser/).
+Thanks @jsakamoto for this! [Source code](https://github.com/jsakamoto/awesome-blazor-browser)  .
+
+## Contents
+* [Introduction](#introduction)
+* [General](#general)
+* [Templates](#templates)
+* [Sample Projects](#sample-projects)
+* [Tutorials](#tutorials)
+* [Libraries & Extensions](#libraries--extensions)
+* [Source generators](#source-generators)
+* [Real-World applications](#real-world-applications)
+* [Videos](#videos)
+* [Articles](#articles)
+* [Podcasts](#podcasts)
+* [Presentations slides](#presentations-slides)
+* [Tooling](#tooling)
+* [Books](#books)
+* [E-Books](#e-books)
+* [Courses](#courses)
+* [Community](#community)
+* [Other Languages](#other-languages)
+
+## ASP.NET COMMUNITY STANDUP - ASP.NET Community Standup - Blazor Experiments + eShop Q&A (December 12, 2023).
+[
](https://www.youtube.com/watch?v=fkDSaIti_KU)
+- In this session, we will show you some experimental ideas for Blazor and .NET+WASI and answer your questions about the .NET eShop Blazor App.
+- Featuring: Steve Sanderson (@stevensanderson), Jon Galloway (@jongalloway), Mackinnon Buck (@MackinnonBuck).
+- Live on [YouTube](https://www.youtube.com/watch?v=fkDSaIti_KU).
+
+## Introduction
+
+### What is Blazor?
+
+Blazor is a .NET web framework to build client web apps with C#.
+
+Blazor lets you build interactive web UIs using C# instead of JavaScript. Blazor apps are composed of reusable web UI components implemented using C#, HTML, and CSS. Both client and server code is written in C#, allowing you to share code and libraries.
+More information on the [official Blazor website](https://blazor.net).
+
+### Get started
+
+To get started with Blazor, follow the instructions in the [Blazor Get Started](https://docs.microsoft.com/aspnet/core/blazor/get-started) documentation.
+
+Doing the [Build a web app with Blazor](https://docs.microsoft.com/en-us/learn/modules/build-blazor-webassembly-visual-studio-code/) learning session on Microsoft Learn can also be a good idea. Another great resource to start is the beginner serie by Jeff Fritz on [Channel9](https://channel9.msdn.com/Series/Beginners-Series-to-Blazor) or [YouTube](https://www.youtube.com/playlist?list=PLdo4fOcmZ0oUJCA3DCzKT79Oe3kdKEceX).
+
+## General
+* [ASP.NET Blog's archives](https://devblogs.microsoft.com/aspnet/category/blazor/) - Archives of the ASP.NET blog about Blazor.
+* [Blazor](https://dotnet.microsoft.com/apps/aspnet/web-apps/client) - Official website of Blazor, from Microsoft.
+* [Blazor courses on Microsoft Learn](https://docs.microsoft.com/learn/browse/?expanded=dotnet%2Cazure%2Csurface&products=dotnet%2Cwindows&roles=developer&terms=blazor) - Blazor courses on Microsoft Learn.
+* [Blazor-Dev gallery on .NET Foundation](https://dotnet.myget.org/gallery/blazor-dev) - Daily builds of the 'dev' branch of Blazor.
+* [Blazor Extensions](https://github.com/BlazorExtensions) - Curated extensions for Microsoft ASP.Net Core Blazor.
+* [Blazor University](http://blazor-university.com/) - Unofficial documentation website.
+* [Demo](https://blazor-demo.github.io/) - Official basic demo website.
+* [Documentation](https://docs.microsoft.com/aspnet/core/blazor) - Official documentation, by Microsoft.
+* [eShopOnBlazor](https://github.com/dotnet-architecture/eShopOnBlazor) -   Migration of a traditional ASP.NET Web Forms app to Blazor, sample by Microsoft Architecture.
+* [FAQ](https://github.com/aspnet/Blazor/wiki/FAQ) - FAQ.
+* [GitHub repository](https://github.com/dotnet/aspnetcore) -   The official Blazor repository (which is the ASP.NET Core repository).
+* ['Hello World' sample](https://github.com/dodyg/practical-aspnetcore/tree/master/projects/blazor) - 'Hello World' sample.
+* [Introduction to ASP.NET Core](https://docs.microsoft.com/aspnet/core/) - Introduction to ASP.NET Core.
+* [Workshop](https://github.com/dotnet-presentations/blazor-workshop/) -   Build a complete Blazor app and learn about the various Blazor framework features along the way.
+* [Blazor WebAssembly performance best practices](https://docs.microsoft.com/aspnet/core/blazor/webassembly-performance-best-practices) - ASP.NET Core Blazor WebAssembly performance best practices, by Pranav Krishnamoorthy and Steve Sanderson.
+* [themesof.net](https://themesof.net/) - .NET 6 planning process.
+* [30 seconds of Blazor](https://www.30secondsofblazor.net/) - Collection of useful snippets, inspired by the popular 30 seconds of JavaScript and React.
+
+## Templates
+* [BitPlatform Templates](https://github.com/bitfoundation/bitplatform) -   - Solution templates using .Net MAUI and Blazor with out-of-the-box best practices enabling fast and high-quality cross-platform development for web, android, iOS, and Windows with native beautiful Blazor components. The projects created by these templates contain everything required for developing real-world applications, including (but not limited to) CI/CD pipelines, Infra as Code for Azure, localization, multi-mode development (Blazor Server/WASM/Hybrid), builtin bullet proof exception handling, etc. [Read more](https://bitplatform.dev/).
+* [Blazor Hero](https://github.com/blazorhero/CleanArchitecture) -   - Clean Architecture Solution Template for Blazor WebAssembly built with MudBlazor Components. This project will make your Blazor Learning Process much easier than you anticipate. Blazor Hero is meant to be an Enterprise Level Boilerplate, which comes free of cost, completely open sourced. [Read the Quick Start Guide here](https://codewithmukesh.com/blog/blazor-hero-quick-start-guide/).
+* [Blazor BFF Azure AD](https://github.com/damienbod/Blazor.BFF.AzureAD.Template) -   - This template can be used to create a Blazor WASM application hosted in an ASP.NET Core Web app using Azure AD and Microsoft.Identity.Web to authenticate using the BFF security architecture. (server authentication) This removes the tokens form the browser and uses cookies with each HTTP request, response. The template also adds the required security headers as best it can for a Blazor application. [Read the Quick Start Guide here](https://github.com/damienbod/Blazor.BFF.AzureAD.Template/blob/main/README-NUGET.md/).
+* [Blazor BFF Azure B2C](https://github.com/damienbod/Blazor.BFF.AzureB2C.Template) -   - This template can be used to create a Blazor WASM application hosted in an ASP.NET Core Web app using Azure B2C and Microsoft.Identity.Web to authenticate using the BFF security architecture. (server authentication) This removes the tokens form the browser and uses cookies with each HTTP request, response. The template also adds the required security headers as best it can for a Blazor application. [Read the Quick Start Guide here](https://github.com/damienbod/Blazor.BFF.AzureB2C.Template/blob/main/README-NUGET.md/).
+* [Text Editor from scratch with Blazor and C#](https://www.youtube.com/playlist?list=PLG4PTDe2qc0i0COivTxn_rjSN96Xq-_K1) - Serie of videos on YouTube who explain how to build your own IDE from scratch with Blazor and .NET. [Starting point repo](https://github.com/huntercfreeman/Blazor.Text.Editor-VideoSeries)  . [Blazor Studio repo](https://github.com/huntercfreeman/BlazorStudio)  .
+
+## Sample Projects
+### AI
+* [Cledev.OpenAI](https://github.com/lucabriguglia/Cledev.OpenAI) -   .NET 7 SDK for OpenAI with a Blazor Server playground.
+* [ExplainFaceRecognition](https://github.com/georg-jung/explain-face-rec) -  Interactive Face Detection & Recognition tutorial with hands-on code samples. State-of-the-art local face AI showcase. Blazor Server & Hybrid.
+### Authentication
+* [BlazorBoilerplate](https://github.com/enkodellc/blazorboilerplate) -   Real World Admin Dashboard / Starter kit with IdentityServer4 Material Design. [Demo](https://blazorboilerplate.com).
+* [TheIdServer](https://github.com/Aguafrommars/TheIdServer) -   OpenID/Connect server base on IdentityServer4.
+* [BlazorWithIdentity](https://github.com/stavroskasidis/BlazorWithIdentity) -   A sample project showcasing a Blazor app using EF Core with Identity authentication.
+* [Blorc.OpenIdConnect](https://github.com/WildGums/Blorc.OpenIdConnect) -   The right way to use OpenID Connect on Blazor.
+* [Blazor-WASM-AzureAD-gRPC](https://github.com/StefH/BlazorWasmGrpcWithAADAuth) -  Blazor WASM, Azure AD, REST & gRPC.
+* [Quiz manager secured by Auth0](https://github.com/auth0-blog/secure-blazor-wasm-quiz-manager) -  This repository contains a Blazor WebAssembly application implementing a simple Quiz manager secured by [Auth0](https://auth0.com/). The implementation details are described in the following article: [Securing Blazor WebAssembly Apps](https://auth0.com/blog/securing-blazor-webassembly-apps/).
+### CMS
+* [Blogifier](https://github.com/blogifierdotnet/Blogifier) -    ASP.NET Core Blogging application with Blazor Admin Dashboard. [Demo](http://blogifier.net/blog).
+* [eShopOnBlazor](https://github.com/dotnet-architecture/eShopOnBlazor) -   Migration of a traditional ASP.NET Web Forms app to Blazor.
+* [JHipster.NET](https://github.com/jhipster/jhipster-dotnetcore)   [JHipster](https://www.jhipster.tech/) is a well-known platform for generating modern application in java world. [JHipster](https://www.jhipster.tech/) provides a blueprints system that allows to override the default behavior of the generator. JHipster.NET is a blueprint that overrides the back-end part, originally generated in spring boot, by back-end in asp.net core. For the front-end all the common language can be used (angular, react), including Blazor.
+* [RapidCMS](https://github.com/ThomasBleijendaal/RapidCMS) -   A code-first, extensible Blazor app that generates a CMS for your own database.
+* [BlazorShop](https://github.com/kalintsenkov/BlazorShop) -   Simple shop application built with Blazor WebAssembly.
+* [Umbraco9 & Blazor WASM Starter Site](https://github.com/cornehoskam/Umbraco9-Blazor-Starterkit) -  A simple starter site for Umbraco v9, making use of Blazor WebAssembly with Tailwind CSS/UI. A project that I use to play around and experiment with Umbraco 9, Blazor WebAssembly, TailwindCSS, the Block List Editor, and several other concepts.
+### Games
+* [Trains.NET](https://github.com/davidwengier/Trains.NET) -   2D game built with .NET and C# on a [Twitch stream](https://www.twitch.tv/davidwengier). Trains is available to play online at [wengier.com/Trains.NET](https://wengier.com/Trains.NET).
+* [AsteroidsWasm](https://github.com/aesalazar/AsteroidsWasm) -   Collection of .NET 5 C# applications consuming a single .NET Standard project running in: Blazor Client (WebAssembly), Blazor Server, Electron (via Blazor Server), WPF, WinForms, Xamarin. [Demo](https://aesalazar.github.io/AsteroidsWasm/).
+* [DiabloBlazor](https://github.com/n-stefan/diabloblazor) -   Blazor port of DiabloWeb, making it a double WebAssembly app: a WebAssembly (C#) PWA hosting a WebAssembly (C++) game. [Demo](https://n-stefan.github.io/diabloblazor).
+* [Board Games](https://github.com/alexyakunin/BoardGames) -   [Fusion](https://github.com/servicetitan/Stl.Fusion) + Blazor sample and a fully functional web app allowing you to play real-time multiplayer board games. [Demo](https://github.com/alexyakunin/BoardGames).
+* [Wolfenstein 3D ported to Blazor](https://github.com/JamesRandall/csharp-wolfenstein) -   Wolfenstein 3D ported to modern C# and Blazor. [Article](https://www.jamesdrandall.com/posts/csharp_blazor_wolfenstein_part_1/).
+* [ZXSpectrum](https://github.com/EngstromJimmy/ZXSpectrum) -  ZX Spectrum emulator running on Blazor WebAssembly. [Demo](https://zxspectrum.azurewebsites.net/).
+* [WordleBlazor](https://github.com/johnt84/WordleBlazorApp) -  Simple clone of popular Wordle game in Blazor. [Demo](https://wordleblazorapp.azurewebsites.net/).
+* [Blazor Puzzle #3 - File not found](https://github.com/BlazorPuzzle/Puzzle-3)  
+### Hybrid
+* [Blazor + Electron](https://aka.ms/blazorelectron) - Host Razor Components inside an Electron shell. This allows for modern, high-performance cross-platform desktop apps built with .NET and web technologies.
+* [Blazor + WebWindow](https://aka.ms/webwindow) - [WebWindow](https://www.nuget.org/packages/WebWindow) is like Electron, but without bundling Node.js or Chromium, and without most of the APIs. [WebWindow source code](https://github.com/SteveSandersonMS/WebWindow). [Blazor + WebWindow sample here](https://github.com/SteveSandersonMS/WebWindow/tree/master/samples/BlazorDesktopApp).
+* [Photino](https://github.com/tryphotino/photino.NET) -   Build native, cross-platform desktop apps that are lighter than light. Photino is a lightweight open-source framework for building native, cross-platform desktop applications with Web UI technology.
+* [Blazor + Umbraco Heartcore](https://github.com/umbraco/Umbraco.Headless.Client.Net/tree/master/samples/Umbraco.Headless.Client.Samples.BlazorServer) -  Example of using [Umbraco Heartcore](https://umbraco.com/products/umbraco-heartcore/) with Blazor.
+* [Blazor Wasm with ASP.NET Framework 4.x](https://github.com/elgransan/BlazorWasmWithNetFrameworkMVC) - With some tweaks and limitations you can run Blazor Wasm on Net Framework 4.x or in another environment. [Explanation on Medium](https://medium.com/@santiagoc_33226/using-blazor-wasm-with-net-framework-mvc-or-another-old-external-site-7fc0884fcfca).
+* [RemoteBlazorWebView](https://github.com/budcribar/RemoteBlazorWebView) -  RemoteBlazorWebView enables you to interact with the user interface of a program developed with either the BlazorWebView WPF control or WinForms control using a web browser.
+* [BlazorInAngularDemo](https://github.com/Xenoage/BlazorInAngularDemo) -  Demonstrates how an existing Angular app can be migrated to Blazor gradually by integrating Blazor components, including calling Angular service methods. [Demo](https://xenoage.github.io/BlazorInAngularDemo/).
+### IDE
+* [Blazor Studio](https://github.com/huntercfreeman/BlazorStudio) -   IDE for .NET solutions written using a Photino host, Blazor UI, and C#.
+* [Picat Language IDE](https://github.com/andrzejolszak/picat-blazor-monaco-ide/) -  IDE for the [Picat logic programming language](http://picat-lang.org/) based on the Monaco Editor. [Demo](https://andrzejolszak.github.io/picat-blazor-monaco-ide/PicatBlazorMonaco/publish/wwwroot/).
+### IoT
+* [PresenceLight](https://github.com/isaacrlevin/PresenceLight) -   PresenceLight is a solution to broadcast your various statuses to a Phillips Hue or LIFX light bulb. Some statuses you can broadcast are: your availability in Microsoft Teams, your current Windows 10 theme, and a theme or color of your choosing. [Blog post](https://www.isaaclevin.com/post/presence-light). [Demo video](https://www.youtube.com/playlist?list=PL_IEvQa-oTVtB3fKUclJNNJ1r-Sxtjc-m).
+* [Meadow Weather](https://github.com/bradwellsb/blazor-meadow-weather) -  In this sample, a Meadow microcontroller polls data from a LM35 temperature sensor. That data is sent via HTTP request to an API controller endpoint and stored in a database where it can be visualized in a chart using a Blazor web app.
+### Machine Learning
+* [Scalable sentiment analysis](https://github.com/dotnet/machinelearning-samples/tree/master/samples/csharp/end-to-end-apps/ScalableSentimentAnalysisBlazorWebApp) -   A sample ables to make sentiment analysis prediction/detection of what the user is writing in a very UI interactive app (Blazor based) in the client side and running an ML.NET model (Sentiment analysis based on binary-classification) in the server side.
+* [optimizer.ml](https://github.com/jameschch/LeanParameterOptimization) -   A "server-less" general purpose optimization suite for algorithm parameters. Also provides offline optimization of [Quantconnect Lean](https://github.com/QuantConnect/Lean) trading algorithms. [Demo (https://optimizer.ml)](https://optimizer.ml).
+* [Baseball Machine Learning Workbench](https://github.com/bartczernicki/MachineLearning-BaseballPrediction-BlazorApp) -   A web application that showcases performing what-if analysis using in-memory Machine Learning models. [Live demo](https://baseballmlworkbench-v1.azurewebsites.net).
+* [BlazorML5](https://github.com/sps014/BlazorML5) -  ML5 Machine Learning for Blazor with JSInterop mechanism.
+### Mobile
+* [Mobile Blazor Bindings](https://aka.ms/mobileblazorbindings) - Experimental Mobile Blazor Bindings - Build native mobile apps with Blazor.
+### Rapid Development Framework
+* [WalkingTec.Mvvm (WTM)](https://github.com/dotnetcore/WTM) -   A development framework based on .NET Core and EF. It supports Blazor, Vue, React and LayUI with one click code generation for CRUD, Import/Export, etc. [Website](https://wtmdoc.walkingtec.cn).
+### ToDos
+* [TodoApi by David Fowler](https://github.com/davidfowl/TodoApi) -   Todo application by David Fowler in .NET 7 that features an ASP.NET Core hosted Blazor WASM front end application and an ASP.NET Core REST API backend using minimal APIs.
+* [Bolero.TodoMVC](https://github.com/fsbolero/TodoMVC) -   A TodoMVC clone using Bolero.
+* [ididit!](https://github.com/Jinjinov/Ididit) -   The procrastination friendly habit tracker. ake notes, manage tasks, track habits. [Demo](https://app.ididit.today/).
+### Others
+* [CleanArchitecture](https://github.com/blazorhero/CleanArchitecture) -   Clean Architecture Template for Blazor WebAssembly Built with MudBlazor Components.
+* [BlazorSSR](https://github.com/danroth27/BlazorSSR) -   Server-side rendering (SSR) with Blazor components, by Steve Sanderson.
+* [Oqtane Framework](https://github.com/oqtane/oqtane.framework) -   Modular Application Framework for Blazor.
+* [Flight Finder](https://github.com/aspnet/samples/tree/master/samples/aspnetcore/blazor) -   Flight Finder.
+* [LinqToTwitter Blazor sample](https://github.com/JoeMayo/LinqToTwitter/tree/main/Samples/LinqToTwitter5/net48/CSharp/AspNetSamples/BlazorDemo) -   LINQ Provider for the Twitter API (Twitter Library).
+* [BlazorFileReader](https://github.com/Tewr/BlazorFileReader) -   Read-only File streams in Blazor. [Demo](https://tewr.github.io/BlazorFileReader/).
+* [eShopOnBlazor](https://github.com/dotnet-architecture/eShopOnBlazor) -   Migration of a traditional ASP.NET Web Forms app to Blazor.
+* [BlazorChatSample](https://github.com/conficient/blazorchatsample) -   Blazor chat demo using SignalR JS client with interop.
+* [Blazor.SVGEditor](https://github.com/KristofferStrube/Blazor.SVGEditor) -   A basic HTML SVG Editor written in Blazor WASM.
+* [Netflix microfrontend like](https://github.com/piral-samples/netflix-demo) -   A netflix-like portal application with pilets. This sample demonstrates the use of piral to build a dynamic app consisting of various micro frontends. [Demo](https://notflix-demo.samples.piral.cloud/browse).
+* [Command and Control, by David Fowler](https://github.com/davidfowl/CommandAndControl) -   This is a sample using Blazor server and SignalR to do command and control. Agents connect to the blazor server application which is hosting a SignalR Hub and we can issue various commands against the connected agents (this feature uses client results).
+* [BlazorCRUD](https://github.com/thbst16/BlazorCrud) -   Sample line of business application that illustrates key features of Blazor. [Demo](https://becksblazor.azurewebsites.net/).
+* [Money](https://github.com/maraf/Money) -   A money manager implemented using CQRS+ES. [Demo](https://app.money.neptuo.com/).
+* [Blazor Weather](https://github.com/danroth27/BlazorWeather) -   A Blazor Weather sample app that shows the current weather for your current location and a collection of pinned locations. Demonstrated at .NET Conf 2019 by Daniel Roth. [Demo](https://aka.ms/blazorweather).
+* [Blazor.SVGEditor](https://github.com/KristofferStrube/Blazor.SVGEditor) -   A basic HTML SVG Editor written in Blazor WASM. [Demo](https://kristofferstrube.github.io/Blazor.SVGEditor/).
+* [NethereumBlazor](https://github.com/Nethereum/NethereumBlazor) -   Ethereum blockchain explorer and simple wallet.
+* [FFmpegBlazor](https://github.com/sps014/FFmpegBlazor) -   FFmpegBlazor provides ability to utilize ffmpeg.wasm from Blazor Wasm C#. [ffmpeg.wasm](https://github.com/ffmpegwasm/ffmpeg.wasm)   is a pure Webassembly / Javascript port of FFmpeg. It enables video & audio record, convert and stream right inside browsers.
+* [Blazor Studio](https://github.com/huntercfreeman/BlazorStudio) -   A free and open source IDE written using .NET - a Photino host, Blazor UI, and C#.
+* [Blazor.MediaCaptureStreams](https://github.com/KristofferStrube/Blazor.MediaCaptureStreams) -   A Blazor wrapper for the Media Capture and Streams browser API. The API standardizes ways to request access to local multimedia devices, such as microphones or video cameras. This also includes the MediaStream API, which provides the means to control where multimedia stream data is consumed, and provides some information and configuration options for the devices that produce the media. This project implements a wrapper around the API for Blazor so that we can easily and safely interact with the media streams of the browser. [Demo](https://kristofferstrube.github.io/Blazor.MediaCaptureStreams/).
+* [Planning Poker](https://github.com/duracellko/planningpoker4azure) –  An app to play Planning Poker for distributed teams. The app is implemented using Blazor and shows how to switch between client-side and server-side mode with a configuration change. [Demo](http://planningpoker.duracellko.net).
+* [C# Regex Tester online](https://github.com/lsvhome/regex-tester) -  Online tool for verify .Net regex syntax. ([Demo](https://lsvhome.github.io/regex-tester/)).
+* [C# Regex Online tool](https://github.com/MichaelSL/blazor-wasm-test-012020) -  Online tool for verify .Net regex syntax, see splits list, table etc. ([Demo](https://dotnet-regex.com/)).
+* [Blazor Tour of Heroes](https://github.com/georgemathieson/blazor-tour-of-heroes) - Blazor Tour of Heroes, using [Blazor-State](https://github.com/TimeWarpEngineering/blazor-state)(State Management architecture utilizing the MediatR pipeline) for the Redux style state.
+* [Blazor.Text.Editor](https://github.com/huntercfreeman/Blazor.Text.Editor) -  Blazor.Text.Editor is a Text Editor component library using the Blazor UI Framework for .NET. [Demo](https://hunter-freeman-dev.azurewebsites.net/).
+* [Blazor Wake-on-LAN](https://github.com/georg-jung/BlazorWoL) -  Wake-on-LAN app for local networks. Blazor Server + EF Core + DI + CI.
+* [BlazingWaffles](https://github.com/gbiellem/BlazingWaffles) -  A Blazor app that wraps [Waffle Generator](https://github.com/SimonCropp/WaffleGenerator). The generator outputs readable gibberish that can be used in place of Lorum Ipsum. [Demo](http://wafflegen.azurewebsites.net/).
+* [Nethereum Playground](https://github.com/Nethereum/Nethereum.Playground) -  Compile and run Nethereum snippets on the browser. You can run it here: http://playground.nethereum.com/.
+* [TypinExamples](https://github.com/adambajguz/Typin/tree/master/src/TypinExamples) -  A sample project that demonstrates the usage of [Typin](https://github.com/adambajguz/Typin/) framework with a Blazor SPA application (Xterm.js and custom web workers implementation in C# to emulate terminal experience in browser). [Live demo](https://adambajguz.github.io/Typin/).
+* [Unofficial eShopOnContainers](https://github.com/n-stefan/eshoponcontainers) -  Unofficial Blazor WebAssembly client for [eShopOnContainers](https://github.com/dotnet-architecture/eShopOnContainers).
+* [UpBlazor](https://github.com/Hona/UpBlazor) -  -  Blazor Server integrating with Up bank (an Australian digital bank), to assist users with budgeting and to gain powerful future insights. Uses Clean Architecture and [Marten DB](https://martendb.io/).
+* [WordTester](https://github.com/KamilBugnoKrk/WordTester) -  An application for learning foreign words using flashcards and spaced repetition.
+* [Css in Blazor presentation's source code](https://github.com/EdCharbeneau/Css-For-Blazor-Developers-Presentation) -  Source code of a presentation by Ed Charbeneau about Blazor and CSS.
+* [BlazorViz interop wrapper for Viz.js](https://github.com/mrzhdev/BlazorViz) -  A sample of generating Graphviz DOT language files and visualising tree data structures. [Demo](https://mrzhdev.github.io/BlazorViz/).
+* [BlazorServerImageRecognitionApp](https://github.com/johnt84/BlazorServerImageRecognitionApp) -  Simple Blazor Server app which uses image recognition to identify and extract text printed in an image file uploaded by the user. [Demo](https://blazorimagerecognitionapp.azurewebsites.net/).
+* [FootballBlazorApp](https://github.com/johnt84/FootballBlazorApp) -  Simple Football Blazor Server web app displaying fixtures & results, group standings, teams & players and has a player search. [Demo](https://premierleagueblazorapp.azurewebsites.net/).
+* [ComponentBuilder](https://github.com/AchievedOwner/ComponentBuilder) -  -  An automation framework to create Blazor component by `RenderTreeBuilder`.
+* [Moldinium](https://github.com/jtheisen/moldinium) -  MobX-style dependency tracking in Blazor (proof-of-concept level maturity)
+
+## Tutorials
+* [Blazor workshop](https://github.com/dotnet-presentations/blazor-workshop/) -  Blazor app building workshop by [.NET Foundation](https://www.dotnetfoundation.org/), Blazzing Pizza.
+* [Blazor Meadow Web API Weather Chart.js](https://wellsb.com/csharp/iot/blazor-meadow-web-api-weather-charts/) - June 2021 - Display sensor data using Chart.js in a Blazor application. [Source code](https://github.com/bradwellsb/blazor-meadow-weather)  .
+* [NextTechEvent by Coding After Work](https://www.youtube.com/watch?v=Z2EZXY6G5ZU) - Build "NextTechEvent", a site that will help speakers, organizers, and attendees find their next tech event. [Source code](https://github.com/CodingAfterWork/NextTechEvent)  .
+* [Archives](https://github.com/AdrienTorris/awesome-blazor/tree/master/Archives) - [2021](https://github.com/AdrienTorris/awesome-blazor/blob/master/Archives/2021.md#tutorials), [2020](https://github.com/AdrienTorris/awesome-blazor/blob/master/Archives/2020.md#tutorials), [2019](https://github.com/AdrienTorris/awesome-blazor/blob/master/Archives/2019.md#tutorials), [2018](https://github.com/AdrienTorris/awesome-blazor/blob/master/Archives/2018.md#tutorials).
+
+## Libraries & Extensions
+*Reusable components like buttons, inputs, grids and more. See also the [Blazor component bundles feature comparison chart](https://github.com/AdrienTorris/awesome-blazor/blob/master/Component-Bundle-Comparison.md).*
+### Component bundles
+* [FAST](https://github.com/microsoft/fast) -    FAST is a collection of technologies built on Web Components and modern Web Standards, designed to help you efficiently tackle some of the most common challenges in website and application design and development. [FAST & Blazor documentation](https://www.fast.design/docs/integrations/blazor/).
+* [Ant Design Blazor](https://github.com/ant-design-blazor/ant-design-blazor) -   A set of enterprise-class UI components based on Ant Design and Blazor. ([Docs as Demo](https://ant-design-blazor.github.io/)).
+* [MudBlazor](https://github.com/MudBlazor/MudBlazor) -   MudBlazor is an ambitious Material Design component framework for Blazor with an emphasis on ease of use and clear structure. It is perfect for .NET developers who want to rapidly build web applications without having to struggle with CSS and Javascript. MudBlazor, being written entirely in C#, empowers them to adapt, fix or extend the framework and the multitude of examples in the documentation makes learning MudBlazor very easy. [Documentation](https://mudblazor.com/). [Demo](https://try.mudblazor.com/).
+* [Blazorise](https://github.com/Megabit/Blazorise) -   Components for Blazor with support for Bootstrap, Bulma, AntDesign and Material CSS. ([Bootstrap Demo](https://bootstrapdemo.blazorise.com/)), ([Bulma Demo](https://bulmademo.blazorise.com/)), ([AntDesign Demo](https://antdesigndemo.blazorise.com/)), ([Material Demo](https://materialdemo.blazorise.com/)).
+* [MASA Blazor](https://github.com/BlazorComponent/MASA.Blazor) -   A set of enterprise-class UI components based on Material Design and Blazor. It's an almost perfect copy of Vuetify, and Long-term roadmaps have been mapped out. It is powered by the MASA team and remains free and open source. [Documentation](http://blazor.masastack.com/). [Pro Demo](https://blazor-pro.masastack.com/).
+* [Radzen.Blazor](https://github.com/akorchev/razor.radzen.com) -   Native UI components for Blazor. DataGrid, DataList, Tabs, Dialog and more. ([Demo](https://razor.radzen.com/)).
+* [BlazorStrap](https://github.com/chanan/BlazorStrap) -   Material Design components for Blazor. Bootstrap 4 components for Blazor ([Demo](https://chanan.github.io/BlazorStrap/)).
+* [BootstrapBlazor](https://github.com/ArgoZhang/BootstrapBlazor) -   Reusable bootstrap components for Blazor. ([Docs as Demo](https://www.blazor.zone/)).
+* [BlazorBootstrap](https://github.com/vikramlearning/blazorbootstrap) -   High-performance, lightweight, and responsive blazor bootstrap components in a single package from the developers for the developers. ([Docs as Demo](https://demos.blazorbootstrap.com/)).
+* [FAST Blazor](https://github.com/microsoft/fast-blazor) -   A lightweight wrapper around Microsoft's official FluentUI Web Components for use with .NET 6.0 Razor views & Blazor. ([Samples & demo](https://www.fast.design/)).
+* [Element-Blazor](https://github.com/Element-Blazor/Element-Blazor/blob/master/README.en.md) -   A blazor component library using Element UI. API imitates Element, CSS directly uses Element's style, HTML structure directly uses Element's HTML structure. [Blazor WebAssembly Version demo](https://blazorwasm.github.io). [Blazor WebAssembly Version PWA Mode demo](https://pwawasm.github.io).
+* [BlazorFluentUI](https://github.com/BlazorFluentUI/BlazorFluentUI) -   Simple port of FluenUI/Office Fabric React components and style to Blazor. [Client-side demo (WebAssembly)](https://www.blazorfluentui.net/). [Server-side demo (SignalR)](https://blazorfluentui.azurewebsites.net/).
+* [ComponentOne Blazor UI Components](https://www.grapecity.com/componentone/blazor-ui-controls) - External link. A fast datagrid, listview, input and other native Blazor components for server and client-side apps.
+* [DevExpress Blazor UI Components](https://github.com/DevExpress/RazorComponents) -   A set of native UI Blazor components (including a Data Grid, Pivot Grid, Scheduler, and Charts) for both Blazor server-side and Blazor client-side platforms.
+* [Syncfusion Blazor UI Components](https://www.syncfusion.com/blazor-components) -   The most comprehensive native Blazor component library including [Data Grid](https://www.syncfusion.com/blazor-components/blazor-datagrid), [Charts](https://www.syncfusion.com/blazor-components/blazor-charts), [Scheduler](https://www.syncfusion.com/blazor-components/blazor-scheduler), [Diagram](https://www.syncfusion.com/blazor-components/blazor-diagram) and [Document Editor](https://www.syncfusion.com/blazor-components/blazor-word-processor) components. ([Demo](https://blazor.syncfusion.com/demos/)).
+* [ADMINLTE](https://github.com/sjefvanleeuwen/blazor-adminlte) -   ADMINLTE for Blazor is a collection of reusable components, with which you can easily develop digital services as a designer or developer. Think of buttons, form elements and page templates. This project adapts ADMINLTE 3 so the components can be used from dotnet core Blazor.
+* [Blazority](https://github.com/blazority/support) -   Blazor component library based on the Clarity UI design. 30+ components including Datagrid and Tree-view ([Docs & Demos](https://blazority.com)).
+* [Makani](https://github.com/getspacetime/makani) -   Lightweight, customizable, and performance oriented component library for Blazor and .NET MAUI Hybrid. Built with TailwindCSS. [Demo](https://getspacetime.github.io/makani/).
+* [Material.Blazor](https://github.com/Material-Blazor/Material.Blazor) -   An alternative Material Theme Razor Component Library. Material.Blazor focuses sharply on giving you pure markup from [Google's material-components-web](https://github.com/material-components/material-components-web/tree/master/packages) - we don't try to sit between you and your use of Google's CSS and SASS because they do it better than we ever could. We also have some cool "plus" components. [See our demo and comprehensive documentation](https://material-blazor.com).
+* [Majorsoft Blazor Components](https://github.com/majorimi/blazor-components) -   Majorsoft Majorsoft Blazor Components is a set of UI Components and other useful Extensions for Blazor applications. All components are free and available on NuGet. The main goal of this project is to provide an easy to use, feature reach set of customizable components with other useful extensions. [NuGet](https://www.nuget.org/profiles/Blazor.Components) [Demo app](https://blazorextensions.z6.web.core.windows.net/) [Docs](https://github.com/majorimi/blazor-components/tree/master/.github/docs).
+* [MComponents](https://github.com/manureini/MComponents) -   Open Source MIT Blazor Components: Grid, Select, Wizard etc.
+* [PanoramicData Blazor UI Components](https://github.com/panoramicdata/PanoramicData.Blazor) -   An open source library of Blazor components including Table, Tree, ToolBar and FileExplorer. [Demo](https://panoramicdata.github.io/PanoramicData.Blazor).
+* [HAVIT Blazor](https://github.com/havit/Havit.Blazor) -   Bootstrap 5 components + additional components built on top of Bootstrap 5 (grid, autosuggest, message-boxes, atc.). Enterprise project template with gRPC code-first client/server communication, localization and more. [Interactive documentation & Demos](https://havit.blazor.eu).
+* [Blazority](https://github.com/blazority/support) -   Blazor component library based on the Clarity UI design. 30+ components including Datagrid and Tree-view ([Docs & Demos](https://blazority.com)).
+* [Telerik UI for Blazor](https://www.telerik.com/blazor-ui) - External link (telerik.com). A native set of UI components for Blazor, including grid, charting, and calendar components.
+* [Start Blazoring](https://startblazoring.com) - A Blazor starter template built using your choice of [Blazorise](https://blazorise.com/) or [MudBlazor](https://mudblazor.com), with more UI library integration coming. It offers a myriad of features such as user registration, login, password reset, two factor; user management, roles, permissioning; background workers, logging, caching, email templates, localization and many more.
+* [Smart UI for Blazor](https://github.com/htmlelements/smart-blazor) -  Component library for Blazor including Grid, Kanban, Gantt, Chart, Docking, Pivot and more. [Website](https://www.htmlelements.com/blazor/).
+* [TabBlazor](https://github.com/joadan/TabBlazor) -  Blazor Admin theme built on top of [Tabler UI](https://github.com/tabler/tabler). Minimal javascript. [Demo](https://joadan.github.io/TabBlazor/).
+* [Blazor.Ionic](https://github.com/kukks/Blazor.Ionic) -   Ionic framework integration for Blazor.
+* [Blazor Controls Toolkit](https://blazorct.azurewebsites.net/) - Complete toolset for implementing commercial business applications. It includes the equivalent of all Bootstrap JavaScript components, all html5 input types with widgets fallbacks, advanced editable components like DataGrid, TreeView, DetailView, ModalDetail, DetailList. All components have default customizable templates, and support virtualizazion and Drag & Drop. Component rendering is meta-data driven, so component configuration is in part automatic, and in part can be driven with data annotations. The toolset includes also query tools, to issue complex local or remote queries, changes-tracking tools to send only the changed records to the server, advanced validation attributes, globalization tools, "Behaviors" that modify existing components, state management and save, and more.
+* [BlazorOcticons](https://github.com/BlazorOcticons/BlazorOcticons) -  Github [Octicons](https://primer.style/octicons/) created as a `.razor` components and available via the NuGet package. The project [website](https://blazorocticons.net/) is an example using the generated components.
+* [Nevron Open Vision Components for Blazor](https://www.nevron.com/products-open-vision) -   Diagram, Chart, Text Editor, Gauge, Barcode, and User Interface components for Blazor. [Demo](https://blazorexamples.nevron.com/).
+* [CodeBeam.MudExtensions](https://github.com/CodeBeamOrg/CodeBeam.MudExtensions) -   Useful third party extension components for MudBlazor, from the contributors. +20 components includes Stepper, SpeedDial, Wheel, Splitter, Animate, Popup, Material 3 Switch, Gallery, CodeInput and more. [Documentation](https://codebeam-mudextensions.pages.dev/).
+### Individual components
+### 2D/3D Rendering engines
+* [BabylonBlazor](https://github.com/AlexNek/BabylonBlazor) -   This library packages the well-known 3D library [Babylon.js](https://www.babylonjs.com/) into a Razor component that can be used in a C# Blazor project. The library is intended to use for creation of molecules visualization and used limited API of Babylon library. [Demo application](https://babylonblazorapp202208.azurewebsites.net/) which is showing different parts of library [Pubchem Viewer](https://pubchemviewer.azurewebsites.net/). Show chemical information from pubchem.ncbi.nlm.nih.gov.
+#### API
+* [Head Element Helper](https://github.com/jsakamoto/Toolbelt.Blazor.HeadElement) -   `
+
+
+
+ 
+