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LeeDL Tutorial

A free deep-learning textbook in Chinese, based on Professor Hung-yi Lee's popular lecture course.

What it does

This tutorial, nicknamed the "Apple Book", is based on Professor Hung-yi Lee's machine learning course at National Taiwan University, a well-known set of Chinese-language video lectures on deep learning.

The authors selected and reworked the main content, added step-by-step working for every formula, and gave extra explanation for harder topics. Subjects include training tips, CNNs, self-attention and transformers, GANs, diffusion models, BERT, reinforcement learning and model compression.

A free PDF draft is available to download, and an edited version is published as a printed book. The content is in Chinese.

Who it's for

Chinese-speaking students and self-learners who want a clear, thorough introduction to deep learning.

Can I use it without coding?

Yes. Download the free PDF and read it. No software needed. New to this? Start here.

Can I run it?

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

Try it

  1. Download the free PDF of the book from the project's releases page.
  2. Read the chapters, which are written in Chinese.
  3. Try the matching exercises in the project's Homework folder.
Official download page

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 or the official download page above. Copies with similar names exist for many popular projects.
  • No standard license listed. Check the GitHub page before using it for business.
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