~/talk

: Shortcut to AI mastery

Talkat Women in ML Symposium 2023 · on Thursday, 2023-12-07· [machine-learning]
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Keras 3 delivers multi-backend Keras 3 that runs on TensorFlow, JAX, PyTorch or NumPy and keeps the tf.keras API while dropping TF1, demonstrated via Colab notebooks that install Keras, set os.environ backend, and import. The workshop shows concrete builds: a Stable Diffusion demo that produces multiple images with Stable Diffusion image gen, a grounding‑DINO + Segment Anything pipeline that outputs a harness mask (grounding dino + SAM mask), OPT/GPT‑2 causal LLMs for chat and fine‑tuning on the 15,000‑example Dolly‑15 dataset, and a 2×4 device mesh example for data/model parallelism.

AI-written summary · about

  1. 0:00Introduction
  2. 0:32Overview
  3. 3:42Keras Modeling API
  4. 8:57Functional API
  5. 14:40Training API
  6. 16:09Training Entry Point
  7. 19:07Building Custom Components Layers
  8. 19:35Distribution API
  9. 23:18Keras
  10. 27:33Collab
  11. 28:03Backend
  12. 30:23Advanced features
  13. 31:23Segment Anything
  14. 35:08KLP
  15. 37:58Demo
  16. 42:38Outro
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