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JAX Crash Course - Accelerating Machine Learning Code

JAX Crash Course - Accelerating Machine Learning Code

AssemblyAI via YouTube Direct link

grad: Automatic Gradients

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grad: Automatic Gradients

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JAX Crash Course - Accelerating Machine Learning Code

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  1. 1 Intro & Outline
  2. 2 What is JAX
  3. 3 Speed comparison
  4. 4 Drop-in Replacement for NumPy
  5. 5 jit: just-in-time compiler
  6. 6 Limitations of JIT
  7. 7 grad: Automatic Gradients
  8. 8 vmap: Automatic Vectorization
  9. 9 pmap: Automatic Parallelization
  10. 10 Example Training Loop
  11. 11 What’s the catch?

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