Tensorflow.js

Book

• https://github.com/NoobTW/tfjs-tutorials (讚!)
  • TensorFlow.js 官方指南繁體中文版
  • 英文版 – https://www.tensorflow.org/js/tutorials
• https://livebook.manning.com/book/deep-learning-with-javascript/chapter-1/v-6/ (讚! 內容編碼過，亂碼)
  • https://www.manning.com/books/deep-learning-with-javascript
• Deep Learning in the Browser, by Reiichiro Nakano, Christoph Körner, Kai Sasaki, Xavier Bourry
  • https://www.oreilly.com/library/view/deep-learning-in/9781939902542/ (讚! 只有幾天免費)
• https://hpssjellis.github.io/beginner-tensorflowjs-examples-in-javascript/

Packages

• https://ml5js.org/
• https://github.com/tensorflow/tfjs-models
• https://github.com/justadudewhohacks/face-api.js
• https://github.com/tensorspace-team/tensorspace
• https://github.com/chaosmail/tfjs-onnx
• https://github.com/ModelDepot/tfjs-yolo-tiny
• https://github.com/justadudewhohacks/tfjs-tiny-yolov2
• https://github.com/BeTomorrow/ReImproveJS
• https://github.com/tensorflow/tfjs-data
• https://github.com/brangerbriz/tf-electron
• https://github.com/kevinisbest/FrontEnd-EmotionDetection
• https://github.com/Coac/neat-tfjs
• https://github.com/ShawonAshraf/Webcam-Object-Detection

文章

• TENSORFLOW.JS: MACHINE LEARNING FOR THE WEB AND BEYOND
  • https://arxiv.org/pdf/1901.05350.pdf
• Machine Learning with brain.js and Tensorflow.js
  • https://golb.hplar.ch/2019/01/machine-learning-with-brain-and-tensorflow-js.html
• Using pre-trained Tensorflow.js models
  • https://golb.hplar.ch/2019/01/pretrained-models.html
• A Gentle Introduction to TensorFlow.js
  • https://medium.com/tensorflow/a-gentle-introduction-to-tensorflow-js-dba2e5257702
• Tensorflow JS 初探 — YOLO
  • https://medium.com/cubo-ai/tensorflow-js-%E5%88%9D%E6%8E%A2-yolo-3be7e63f7c96

影片

• Session 6 - TensorFlow.js - Intelligence and Learning
  • https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YIeVA3dNxbR9PYj4wV31oQ
• Session 7 - TensorFlow.js Color Classifier - Intelligence and Learning
  • https://www.youtube.com/playlist?list=PLRqwX-V7Uu6bmMRCIoTi72aNWHo7epX4L
• TensorFlow.js - Deep Learning with JavaScript
  • https://www.youtube.com/playlist?list=PLZbbT5o_s2xr83l8w44N_g3pygvajLrJ-
• windows下的tfjs-node安装异常总结
  • https://www.cnblogs.com/devilyouwei/p/10620386.html
• 使用 keras 和 tfjs 构建血细胞分类模型
  • http://panchuang.net/2018/09/21/%E4%BD%BF%E7%94%A8-keras-%E5%92%8C-tfjs-%E6%9E%84%E5%BB%BA%E8%A1%80%E7%BB%86%E8%83%9E%E5%88%86%E7%B1%BB%E6%A8%A1%E5%9E%8B/

JavaScript 進階基礎

• Modern JavaScript Explained For Dinosaurs
  • https://medium.com/the-node-js-collection/modern-javascript-explained-for-dinosaurs-f695e9747b70