~/talk

Tensorflow for Janitors

Talkat code.talks 2017 · 2017-09-28..09-29· [machine-learning]
links:none on file
slides:none on file

Claims that TensorFlow is an end-to-end, production-ready stack with Python APIs, Keras bindings, TensorBoard and TF Serving and deploy targets from CPU/GPU to Raspberry Pi; demonstrates a 500 kilobyte model on a phone running ~1 fps and mentions federated learning on Android; cites a chip that sees a cat in 41 milliseconds (4× faster than a MacBook Air, 7× cheaper, 6× lower power); argues tooling, mobile-first models and community adoption make it practical.

AI-written summary · about

  1. 0:00Welcome
  2. 2:12Deep learning basics
  3. 7:19Why deep learning now
  4. 13:24Neural network components
  5. 16:56TensorFlow vs others
  6. 19:47Why TensorFlow
  7. 23:17Future of distributed DL
  8. 25:48Should you try DL
  9. 27:39DL market reality
  10. 28:32Q&A
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