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A pathway and collection of resources to learning Jax from beginning to advance.

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deterministic-algorithms-lab/Jax-Journey

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A first Introduction

Blog :Getting Started with Jax by Robert Tjarko Lange

Notebook :jax_basic.ipynb

Functional Programmning Intro

Blog :Functional JS 2 ,Functional JS 3 by Krzysztof Czernek

How it works

A nice comment on Jax :jax-ml/jax#196 (comment)

Blog :From PyTorch to Jax : Towards NN frameworks that purify stateful code by Sabrina J. Mielke

Notebook :making_functions_pure.ipynb

Flax Intro

Blog :Documentation Tutorial

Notebook :Basics-MLP ,Basics-MNIST

Note : Now is the best time to readJax-The Sharp Bits

Haiku Intro

Notebook :haiku basics with lstm

Blog :From PyTorch to Jax : Towards NN frameworks that purify stateful code by Sabrina J. Mielke

Basic Transformer Using Haiku

Notebook :basic_transformer.ipynb

Blog :FineTuning Transformers with Jax+Haiku by Madison May

Jax - A deeper Dive

The following tutorials form a nice starting point, for a deeper dive into Jax mechanics :

  1. On Automatic Differentiation in Jax

  2. How Jax Represents your functions internally : Jaxprs

  3. How Jax Primitives Work

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