awesome-tensorflow-js
by aaronhma
Awesome TensorFlow.js - A curated list of dedicated resources to master TensorFlow.js
AI summary
Machine Learning Toolkit
A curated collection of resources and tools to help developers master machine learning with TensorFlow.js
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- forks
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- watching
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- awesome lists
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- entries
- 49
What's in the list
49 links in 11 sections, with live GitHub stats.activeno commit in 2y
Learn / Documentation
Learn / Tutorials
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
- Beginning ML with TensorFlow.js
Full online course for web devs to get into TF.js
- Effective TensorFlow.js
TensorFlow.js tutorials and best practices
Learn / Models/Projects
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!
Learn / Papers
- 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
Learn / Videos
- 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
- Rock Paper Scissors!
Train Rock Paper Scissors on your machine and watch the results with your webcam!
- Color Blind Tensors
Manipulate image tensors to perceive color blindness, live coding
Learn / Blog & Posts
- Official TensorFlow.js blog
Covers building models in JavaScript and using them in the browser or in Node.js
Learn / Powered by TensorFlow.js
Handwritten Digit Classification
A showcase project for talk on
NSFWJS - Indecent Content Checker
A friendly library to check images to see if they are indecent content on either the client or the server!
- Pose Animator
A tool to bring SVG characters to life in the browser via motion capture
- LipSync
A web-based, playful, interactive experiences to lip sync to your favorite songs
- BodyPix
A real-time person and body-part segmentation in the browser
Tools / Libraries
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 Node.js 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
- Danfo.js
High-performance, intuitive, and easy-to-use data structures for manipulating and processing structured data. (Inspired by Pandas)
Tools / Tools/Utilities
- 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!
- TensorPlayground.com
Write, modify, and view tensors directly in the browser. Then share the code with others
Community / Online Community
Community / Social Media
- #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
World's youngest TensorFlow contributor!
- Sandeep Gupta
Product Manager for TensorFlow
- Jason Mayes
Developer advocate for TensorFlow.js
- Gant Laborde
Web & Machine Learning GDE
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