0% completed

All LessonsFree Lessons (6)

Introduction

Course Introduction JAX Overview

JAX Programming Model

Pure Functions JAX and NumPy Just-in-Time (JIT) Compilation JAX Expressions (Jaxpr)Asynchronous Dispatch Auto-differentiation Pytrees Quiz: Basics of JAX Challenge: Basics of JAX

Linear Algebra

Vectors Matrices More on Matrices Quiz - Vectors and Matrices Challenge: Vectors and Matrices Auto Vectorization Auto Parallelization Multivariate Calculus Quiz: Multivariate Calculus, Auto Vectorization/Parallelization Challenge II: Linear Regression Convolutions Two-dimensional Convolutions Transposed Convolutions Quiz: Convolution Challenge: Convolution

Random Variables and Distributions

Pseudo-Random Number Generation Continuous Probability Distributions Discrete Distributions Quiz: PRNG and Probability Distributions Challenge: PRNG and Probability Distribution Divergence Measures Introduction to Optimal Transport and OTT

JAX Ecosystem

Introduction to JAX Ecosystem Introduction to Flax and Linen Flax: Linear Modules Flax: Overview of Convolution and Sequence Models Quiz: Flax Challenge: Flax Haiku Introduction to Optax and Optimizers Optax: Advanced Features Challenge: Optax Jraph Chex Quiz: The JAX Ecosystem Conclusion

Mini Project

Project: GAN Using the JAX ecosystem

Appendix

Awesome JAX Libraries

Awesome JAX-based Models

Vector Calculus - II

Common Tracer Errors

Introduction to JAX and Deep Learning/

...

/

Awesome JAX Libraries

Awesome JAX Libraries

A curated list of awesome JAX libraries.

We'll cover the following...

Libraries

New libraries

We have just seen the tip of the iceberg here in the course when it comes to JAX libraries.
Here is a curated list of awesome JAX libraries, taken from Awesome JAX.

Libraries

...