~/talk

Adventures in Javascript Machine Learning

Talkat Developers Summit 2021 · 2021-02-18..02-19· [javascript, machine-learning]
slides:none on file

Claims that Google had over 4,000 TensorFlow models in production by 2017 and that ML can run on the client underpin concrete demos: a browser webcam sentiment demo that runs inference locally and sends only labels, a rock‑paper‑scissors classifier trained in‑browser to ~97% accuracy after training, an open‑source NSFW filter, a learning tic‑tac‑toe, and small apps using TensorFlow.js, BrainJS, React Native with GPU via WebGL; all code is published and a free 5‑day course is offered.

AI-written summary · about

  1. 0:00Introduction and setup
  2. 1:03Why AI and JavaScript
  3. 5:39Neural networks and data
  4. 8:06Live facial expression demo
  5. 13:04Machine learning basics explained
  6. 20:33Real-world AI applications
  7. 23:48JavaScript in edge AI
  8. 30:35Code demo rock paper scissors
  9. 41:11Training and testing the model
  10. 44:19Resources and next steps
  11. 47:09Q&A session
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