Discover the power of JAX in deep learning. Gain insights into its ecosystem and learn about linear algebra, pseudo-random number generation, and optimization algorithms for cleaner, structured coding.
Join 2.7 million developers at
Overview
Content
Reviews
JAX is a Python library designed for high-performance ML research. It is a powerful numerical computing library, just like Numpy, but with some key improvements.
In this course, you will learn all about JAX and its ecosystem of libraries (Haiku, Jraph, Chex, Flax, Optax). Addressing a wide range of audiences, you will cover several topics including linear algebra, random variables theory, pseudo-random number generation, and optimization algorithms.
By the end of this course, you will have a new set of skills that will make deep learning programming more intuitive, structured, and clean.
JAX is a Python library designed for high-performance ML research. It is a powerful numerical computing library, just like Numpy...Show More
WHAT YOU'LL LEARN
Learn the basics of JAX
Learn how to apply Autograd
Use auto vectorization for batching
Use Haiku and Flax for implementing neural networks
Cover Optax and overview of common optimization algorithms in deep learning
Use Chex for testing JAX programs
Learn the basics of applied linear algebra
Learn random variables theory and probability distributions
Learn pseudo-random number generation
Cover the basics of optimal transport
Learn the basics of JAX
Show more
TAKEAWAY SKILLS
Random Variables
Neural Networks
Functional Programming
Deep learning basics
Content
53 Lessons1 Project7 Quizzes14 Challenges
1.
Introduction
2 Lessons
Get familiar with JAX, a powerful library for deep learning and numerical computing.
Showcase your accomplishment by sharing your certificate of completion.
Developed by MAANG Engineers
Every Educative resource is designed by our in-house team of ex-MAANG software engineers and PhD computer science educators — subject matter experts who’ve shipped production code at scale and taught the theory behind it. The goal is to get you hands-on with the skills you need to stay ahead in today's constantly evolving tech landscape. No videos, no fluff — just interactive, project-based learning with personalized feedback that adapts to your goals and experience.
Trusted by 2.7 million developers working at companies
"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"
Anthony Walker
@_webarchitect_
"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"
Evan Dunbar
ML Engineer
"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."
Software Developer
Carlos Matias La Borde
"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"
Souvik Kundu
Front-end Developer
"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."
Vinay Krishnaiah
Software Developer
Hands-on Learning Powered by AI
See how Educative uses AI to make your learning more immersive than ever before.
Instant Code Feedback
Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.
At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.
Explain with AI
Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.
AI Code Mentor
AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!
Free Resources
FOR TEAMS
Interested in this course for your business or team?
Unlock this course (and 1,000+ more) for your entire org with DevPath
