JAX Courses and Certifications

Microcredential

Introduction to JAX for Deep Learning

Master JAX fundamentals, advanced transformations, neural networks, and Flax/Optax to build real-world deep learning applications like image classifiers.

• CodeSignal
• 12 hours
• On-Demand
• Free Certificate
• 5 courses

JAX Fundamentals: NumPy Power-Up

Master JAX's high-performance numerical computing with NumPy-like syntax, automatic differentiation, JIT compilation, and pure functional programming for GPU/TPU acceleration.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Advanced JAX: Transformations for Speed & Scale

Master JAX's advanced transformations: pseudo-random generation, vectorization with vmap, multi-device parallelism via shard_map, PyTrees for complex data, and profiling techniques.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

JAX in Action: Neural Networks from Scratch

Master neural network fundamentals by building an MLP from scratch using JAX, tackling XOR classification with parameter management, forward propagation, and manual training loops.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Beyond Pure JAX: Flax & Optax for Elegant ML

Discover how to build elegant neural networks using Flax modules and Optax optimizers, transforming JAX projects into structured, maintainable deep learning solutions.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

JAX in Action: Building an Image Classifier

Master JAX, Flax, and Optax by building a complete image classification pipeline with CNNs, from data preprocessing to training and evaluation loops.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Discover AI

Why JAX - Comparing Speed and Scalability of Machine Learning Frameworks in 2023

Discover how JAX revolutionizes machine learning with 100x GPU acceleration, superior scalability, and cost-effective cloud infrastructure compared to TensorFlow and PyTorch.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Discover AI

JAX and FLAX for Neural Networks - Transformers

Master JAX and FLAX for building transformer models including LLMs through functional programming, comparing frameworks, and optimizing cloud infrastructure.

• YouTube
• 2 hours 35 minutes
• On-Demand
• Free Video

Introduction to JAX: High-Performance Machine Learning Library

Discover JAX, a Python library for high-performance machine learning research that combines NumPy familiarity with hardware acceleration and composable function transformations used to build models like Gemini and Gemma.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Discover AI

FLAX Neural Network Library: Introduction to Deep Learning with JAX

Discover FLAX, a powerful neural network library built on JAX, through hands-on coding examples and learn essential concepts for building and training neural networks efficiently.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Discover AI

JAX vs PyTorch 2 - Converting Stateful to Stateless Operations in Neural Networks

Explore functional programming in JAX through hands-on comparison with PyTorch 2, focusing on neural network implementation and stateless operations for gradient descent.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Discover AI

Introduction to JAX and XLA Optimization for Large Language Models 2023

Dive into JAX's powerful optimization techniques for Large Language Models, exploring XLA, Jaxpr, and Flax.linen to achieve 10-100x speed improvements in neural network computations.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Introducing Flax NNX - Making Code Fast with JAX Functional Paradigm - Part 2

Dive into optimizing NNX code performance and its integration with JAX's functional paradigm, covering jit compilation, pure functions, and transformation wrappers.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Understanding JAX - JIT, XLA, and Pure Functions Explained

Grasp JAX fundamentals: functional purity, JIT compilation, and XLA optimization. Transition from object-oriented ML to high-performance functional programming with explicit state management.

• YouTube
• 10 minutes
• On-Demand
• Free Video

Unify

Accelerating MMPretrain Models with JAX - Demo 16

Accelerate MMPreTrain models by converting to JAX for faster inference. Learn efficient development, instant sharing, and optimal deployment of ML solutions.

• YouTube
• 10 minutes
• On-Demand
• Free Video