TensorFlow in JavaScript

TensorFlow Handbook for JavaScript/TypeScript

• This repository is the JavaScript Chapter for 简单粗暴TensorFlow | A Concise Handbook of TensorFlow
• Read from this repository: https://huan.github.io/tensorflow-handbook-javascript/

TODO

• save metadata
• finish chat script
• good default super parameters
• InputLayer to use a shape as [null] for dynamic size

Usage

TL;DR:

npm install
npm start

1 Install

npm install

2 Train

npm run train -- --batch_size 32 --epochs 3 --latent_dim 64 --num_samples 10000 dist/

3 Chat

npm run chat

4 Web Demo

1. Regression: https://huan.github.io/tensorflow-handbook-javascript/regression.html
2. MobileNet: https://huan.github.io/tensorflow-handbook-javascript/mobilenet.html

TURORIAL

• 简单粗暴TensorFlow | A Concise Handbook of TensorFlow
• Machine Learning For Front-End Developers With Tensorflow.js

My Slide

Google Slide: https://docs.google.com/presentation/d/10u2hKAz4VjryCYr-oHxcxX4HzFeKOir7lq79ASV6TIA/edit?usp=sharing

My Contribution

• TensorFlow.js Example: Sequence-to-Sequence English-French Translation
  • PR#243: Add native JavaScript(TypeScript) to replace translation.py

Author

Huan (李卓桓), Google Developers Expert in Machine Learning (ML GDE), zixia@zixia.net

Copyright & License

• Code & Docs © 2019-now Huan LI (李卓桓) zixia@zixia.net
• Code released under the Apache-2.0 License
• Docs released under Creative Commons