News (May 2024): Both the Chinese and English versions of my textbook has been published!! You are welcome to check out!
The English version of the textbook has been published in China by Tsinghua University Press in August 2024.
The English version of the textbook has been published overseas by Springer Nature Press in January 2025.
The Chinese version of the textbook has been published in China by Tsinghua University Press in April 2025.
I developed a textbook and an online open course "Mathematical Foundations of Reinforcement Learning" (强化学习的数学原理)
Textbook:
PDF download: GitHub homepage
Highlight: The book has received 8,600+ stars on GitHub!
The aim of this courseis to provide a mathematical but friendly introduction to the fundamental concepts, basic problems, and classical algorithms in reinforcement learning.
An overview of the book can be found at the Zhihu page
Links: Bilibili homepage and Youtube homepage
Highlight: The videos have received more than 1,500,000 views on the Internet!
It is also the first RL course in China University MOOC
English leccture videos (new!):
The English lecture videos are also online. You are welcome to check: YouTube link
This website was last updated in Mar 2025
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