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<h1 id="awesome-tensorflowjs-awesome">Awesome TensorFlowJS <a
href="https://awesome.re"><img src="https://awesome.re/badge.svg"
alt="Awesome" /></a></h1>
<p>TensorFlow.js is an open source software library to develop machine
learning models in JavaScript, and use machine learning (training and
inference) directly in the browser or Node.js.</p>
<p>TensorFlow.js is <a href="https://github.com/tensorflow/tfjs">an open
source software library</a> to develop machine learning models in
JavaScript, and use machine learning (training and inference) directly
in the browser or Node.js.</p>
<p>This list is a collection of the best <a
href="https://www.tensorflow.org/js">TensorFlow.js</a> tools, resources,
videos and shiny things.</p>
@@ -34,15 +35,15 @@ videos and shiny things.</p>
<li><a href="#contributions">Contributions</a></li>
</ul>
<hr />
<h2 id="learn">Learn</h2>
<h3 id="documentation">Documentation</h3>
<h2 id="learn">📖 Learn</h2>
<h3 id="documentation">📃 Documentation</h3>
<ul>
<li><a href="https://www.tensorflow.org/js/guide">Official
Documentation</a></li>
<li><a href="https://js.tensorflow.org/api/latest/">API
Reference</a></li>
</ul>
<h3 id="tutorials">Tutorials</h3>
<h3 id="tutorials">📝 Tutorials</h3>
<ul>
<li><a
href="https://github.com/tensorflow/tfjs/blob/master/GALLERY.md">TensorFlow.js
@@ -63,7 +64,7 @@ TF.js.</li>
href="https://effectivemachinelearning.com/TensorFlow.js">Effective
TensorFlow.js</a> - TensorFlow.js tutorials and best practices.</li>
</ul>
<h3 id="modelsprojects">Models/Projects</h3>
<h3 id="modelsprojects">🤖 Models/Projects</h3>
<ul>
<li><a href="https://github.com/tensorflow/tfjs-models">Official tfjs
models on TensorFlow.js repo</a> - Pretrained models for
@@ -80,7 +81,7 @@ examples repo</a> - Examples built with TensorFlow.js!</li>
<li><a href="https://www.tensorflow.org/js/demos">Official tfjs demo
website</a> - See examples and live demos built with TensorFlow.js!</li>
</ul>
<h3 id="papers">Papers</h3>
<h3 id="papers">📎 Papers</h3>
<ul>
<li><a href="https://arxiv.org/abs/1901.05350">TensorFlow.js: Machine
Learning for the Web and Beyond</a> - This paper describes the design,
@@ -92,7 +93,7 @@ The experimental results show that training a neural network in
distributed web browsers is feasible and accurate, has a high
scalability, and it is an interesting area for research.</li>
</ul>
<h3 id="videos">Videos</h3>
<h3 id="videos">🎥 Videos</h3>
<ul>
<li><a
href="https://www.youtube.com/playlist?reload=9&amp;list=PLs6AluHXaQnjeI6jzDkpKXvbPj31i4GgF">Official
@@ -107,7 +108,7 @@ results with your webcam!</li>
Tensors</a> - Manipulate image tensors to perceive color blindness, live
coding.</li>
</ul>
<h3 id="books">Books</h3>
<h3 id="books">📚 Books</h3>
<ul>
<li><p><a
href="https://www.manning.com/books/deep-learning-with-javascript">Deep
@@ -134,7 +135,7 @@ Santos Rivera.</p></li>
Machine Learning in JavaScript</a> - TensorFlow.js for Web Developers by
Charlie Gerard.</p></li>
</ul>
<h3 id="blog-posts">Blog &amp; Posts</h3>
<h3 id="blog-posts">📰 Blog &amp; Posts</h3>
<ul>
<li><a
href="https://blog.tensorflow.org/search?label=TensorFlow.js&amp;max-results=20">Official
@@ -144,7 +145,7 @@ them in the browser or in Node.js.</li>
href="https://towardsdatascience.com/search?q=tensorflow.js">Towards
Data Science</a></li>
</ul>
<h3 id="powered-by-tensorflow.js">Powered by TensorFlow.js</h3>
<h3 id="powered-by-tensorflow.js">🤩 Powered by TensorFlow.js</h3>
<ul>
<li><a href="https://github.com/aaronhma/ngconf-2020">Handwritten Digit
Classification</a> - A showcase project for <a
@@ -165,7 +166,7 @@ songs.</li>
href="https://storage.googleapis.com/tfjs-models/demos/body-pix/index.html">BodyPix</a>
- A real-time person and body-part segmentation in the browser.</li>
</ul>
<h2 id="tools">Tools</h2>
<h2 id="tools">🔨 Tools</h2>
<h3 id="libraries">Libraries</h3>
<ul>
<li><a href="https://github.com/tensorflow/tfjs">TensorFlow.js</a> - A
@@ -209,7 +210,7 @@ href="https://www.tensorplayground.com/1.0.0/">TensorPlayground.com</a>
- Write, modify, and view tensors directly in the browser. Then share
the code with others.</li>
</ul>
<h2 id="community">Community</h2>
<h2 id="community">🎉 Community</h2>
<h3 id="online-community">Online Community</h3>
<ul>
<li><a href="https://twitter.com/tensorflow">Twitter</a></li>
@@ -239,7 +240,7 @@ Developer advocate for TensorFlow.js.</li>
<li><a href="https://twitter.com/GantLaborde">Gant Laborde</a> - Web
&amp; Machine Learning GDE.</li>
</ul>
<h2 id="contributions">Contributions</h2>
<h2 id="contributions">💡 Contributions</h2>
<p>Your contributions are always welcome!</p>
<p>If you want to contribute to this list (please do), send me a pull
request or contact me <a href="https://twitter.com/aaronhma"><span
@@ -256,3 +257,11 @@ maintained”.</li>
all, ALL contributors MUST agree to the <a
href="https://github.com/aaronhma/awesome-tensorflow-js/blob/master/CODE_OF_CONDUCT.md">Code
of Conduct</a>.</strong></p>
<h2 id="star-history">⭐ Star History</h2>
<p><a
href="https://www.star-history.com/#aaronhma/awesome-tensorflow-js&amp;Date"><img
src="https://api.star-history.com/svg?repos=aaronhma/awesome-tensorflow-js&amp;type=Date"
alt="Star History Chart" /></a></p>
<p><a
href="https://github.com/aaronhma/awesome-tensorflow-js">tensorflowjs.md
Github</a></p>