~/talk

TensorFlow.js

Talkat Developer Summit 2020 · 2020-11-21..11-22· [machine-learning, javascript]
slides:none on file

TensorFlow.js runs real training and inference inside browsers using WebGL and WebAssembly backends and a layers API compatible with Keras. Demo loads a converted MobileNet (≈18 MB split into 4 MB shards) over HTTP, runs webcam inference via WebRTC and canvas at interactive rates; same JavaScript code takes ~3.3 s on plain JS CPU, ~49 ms on integrated graphics, ~5 ms on a GTX1080, and ~3 ms on server CUDA. Browser can also train small datasets (Iris, 40 epochs) and save models locally.

AI-written summary · about

  1. 0:00Introduction to TensorFlow.js
  2. 3:50Why TensorFlow.js matters
  3. 10:13Performance and hardware acceleration
  4. 15:57Basic TensorFlow.js app structure
  5. 19:50Demo with Iris dataset
  6. 27:45WebRTC and real-time ML
  7. 33:27Live camera demo walkthrough
  8. 46:13Future possibilities and resources
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