A curated list of awesome TensorFlow.js experiments, libraries, and projects. Inspired by awesome-tensorflow.
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.
More info here.
- Documentation
- Tutorials
- Models/Projects
- Powered by TensorFlow.js
- Libraries
- Tools/Utilities
- Videos
- Papers
- Blog & Posts
- Community
- Books
- Social Media (Who to follow)
- TensorFlow.js gallery - A collection of TensorFlow.js projects, tutorials, videos, and more.
- Machine Learning Crash Course - Google's fast-paced, practical introduction to machine learning
- Google Codelabs - Google Developers Codelabs provide a guided, tutorial, hands-on coding experience
- Official tfjs models on TensorFlow.js repo - Pretrained models for TensorFlow.js
- Official tfjs models on TensorFlow.js website - Explore pre-trained TensorFlow.js models that can be used in any project out of the box
- @tensorflow-models on NPM - Various pretrained models for TensorFlow.js on NPM
- Official tfjs examples repo - Examples built with TensorFlow.js
- Official tfjs demo website - See examples and live demos built with TensorFlow.js.
- Handwritten Digit Classification - A showcase project for NgConf 2020 talk on A Journey into the World of Machine Learning with TensorFlow.js
- TensorFlow.js - A WebGL accelerated JavaScript library for training and deploying ML models
- ml5.js - Friendly machine learning for the web
- face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
- handtrack.js - A library for prototyping realtime hand detection (bounding box), directly in the browser
- magenta.js - Music and Art Generation with Machine Intelligence in the Browser
- Glitch - Build fast, full-stack web apps in browser for free (Tensorflow.js templates)
- CodePen - Best place to build, test and discover front-end code (Tensorflow.js templates)
- TensorFlow Playground - Tinker With a Neural Network Right Here in Your Browser
- AiJS - A curated collection of inspirational AI-powered JavaScript apps
- Teachable Machine - Train a computer to recognize your own images, sounds, & poses
- Official TensorFlow.js video series - The YouTube content focuses on TensorFlow ecosystem updates
- TensorFlow.js: ML for the web and beyond - TensorFlow Dev Summit 2020
- TensorFlow.js: Machine Learning for the Web and Beyond - This paper describes the design, API, and implementation of TensorFlow.js, and highlights some of the impactful use cases
- JSDoop and TensorFlow.js: Volunteer Distributed Web Browser-Based Neural Network Training - 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
- Official TensorFlow.js blog - Covers building models in JavaScript and using them in the browser or in Node.js
- Towards Data Science
-
Deep Learning with JavaScript - Learn to use TensorFlow.js to build deep learning models that run directly in the browser, master all the basics of deep learning and explore advanced concepts, like retraining existing models for transfer learning and image generation by Shanqing Cai, Stanley Bileschi, Eric D. Nielsen and Francois Chollet.
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Hands-On Machine Learning with TensorFlow.js - A guide to building ML applications integrated with web technology using the TensorFlow.js library by Kai Sasaki.
- #MadeWithTFJS - See what the community has made and share your work
- Laurence Moroney - Lead of AI Developer Relations at Google
- Nikhil Thorat - Co-lead of TensorFlow.js
- Daniel Smilkov - Co-creator of TensorFlow.js
- Paige Bailey - Building Google AI for everyone, and for every platform
- Aaron Ma - Youngest TensorFlow contributor
- Sandeep Gupta - Product Manager for TensorFlow
- Jason Mayes - Developer advocate for TensorFlow.js
- Gant Laborde - Machine Learning GDE
Your contributions are always welcome!
If you want to contribute to this list (please do), send me a pull request or contact me @aaronhma on Twitter Also, if you notice that any of the above listed repositories should be deprecated, due to any of the following reasons:
- Repository's owner explicitly say that "this library is not maintained".
- Not committed for long time (2~3 years).
More info on the guidelines
- This Awesome TensorFlow.js list is highly inspired by Awesome TensorFlow and Awesome projects