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T81-558: Applications of Deep Neural Networks

A free university course on deep learning with Keras and TensorFlow, with notebooks and a textbook.

Research-backedNew this week

What it does

This is the material for a Washington University in St. Louis course on deep learning, the kind of AI built from layered neural networks.

It starts with Python basics and moves through building neural networks for tables of data, images, text and more. The full textbook is included.

The README notes this is the older Keras and TensorFlow version, and current students should use the newer PyTorch version.

Who it's for

Students and self-learners who know some programming and want to learn deep learning.

Can I use it without coding?

Developers only. You can read the material freely, but the exercises involve writing Python code. New to this? Start here.

Can I run it?

Cost
FreeNothing to pay or sign up for.
Runs on
Web browser
Computer
An ordinary computer is fine
API key
Not needed

Try it

Using Claude Code, Cursor or another AI coding assistant? Paste the prompt and it will walk you through the setup.New to this?

Before you install

  • Only download from the official GitHub page. Copies with similar names exist for many popular projects.
  • No standard license listed. Check the GitHub page before using it for business.
  • More on staying safe

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