Web x ML
client-side ML on Web
事例
Google Developers Japan: 機械学習がこれからの Web 体験とインタラクション・デザインの可能性を押し広げる
AI Experiments - Experiments with Google
https://experiments.withgoogle.com/experiments?tag=tensorflow.js
Teachable Machine by Google Creative Lab - Experiments with Google
no codeでブラウザで学習させられる
BYOTM (Bring Your Own Teachable Machine) by Matt Santamaria - Experiments with Google
ブラウザで音声モデルを学習
#MediaPipe
3D Pose Detection with MediaPipe BlazePose GHUM and TensorFlow.js — The TensorFlow Blog
3D Hand Pose with MediaPipe and TensorFlow.js — The TensorFlow Blog
Google Developers Blog: MediaPipe on the Web
TensorFlow.js
tfjs/GALLERY.md at master · tensorflow/tfjs
https://twitter.com/search?q=madewithtfjs&src=typed_query&f=live
「手話を身近に」 日本財団がAI使った学習ゲーム開発 - ITmedia NEWS
(1901.05350) TensorFlow.js: Machine Learning for the Web and Beyond
Machine learning for next gen web apps with TensorFlow.js | Session
★★★
Introducing the WebAssembly backend for TensorFlow.js — The TensorFlow Blog
wasmが導入。threadやSIMDはまだ
Supercharging the TensorFlow.js WebAssembly backend with SIMD and multi-threading — The TensorFlow Blog
wasmのthread, SIMDの対応で、ultra-lite ~ middleまでWebGL同等や高速に
How DermAssist uses TensorFlow.js for on-device image quality checks — The TensorFlow Blog
アップロードする画像の画質をチェックし、アップロード前にハンドルできる
How Modiface utilized TensorFlow.js in production for AR makeup try on in the browser — The TensorFlow Blog
Faster Quantized Inference with XNNPACK — The TensorFlow Blog
ML Community Day 2021 Recap — The TensorFlow Blog
tfliteがwebでも動く、やon-device mlの事例
TF.js | TensorFlow Hub
tensorspace-team/tensorspace: Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js
infinitered/nsfwjs: NSFW detection on the client-side via TensorFlow.js
TVM
Compiling Machine Learning to WASM and WebGPU with Apache TVM