Introduction to JAX and Deep Learning
Takeaway Skills
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
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
Course Overview
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...
How You'll Learn
Hands-on coding environments
You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.
Faster than videos
Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.
No set-up required
Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.
Progress you can show
Built in assessments let you test your skills. Completion certificates let you show them off.
Hands-on coding environments
You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.
Faster than videos
Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.
No set-up required
Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.
Progress you can show
Built in assessments let you test your skills. Completion certificates let you show them off.
Takeaway Skills
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
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
Course Overview
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...
How You'll Learn
Hands-on coding environments
You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.
Faster than videos
Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.
No set-up required
Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.
Progress you can show
Built in assessments let you test your skills. Completion certificates let you show them off.
Hands-on coding environments
You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.
Faster than videos
Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.
No set-up required
Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.
Progress you can show
Built in assessments let you test your skills. Completion certificates let you show them off.
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