Shypd.aiThe largest open index of AI toolsBook-Mathematical-Foundation-of-Reinforcement-Learning is an open-source educational resource that provides a mathematical introduction to reinforcement learning. It includes a comprehensive book, lecture slides, and video series for students and researchers.
Trending
About
This open-source book, "Mathematical Foundations of Reinforcement Learning," offers a mathematically rigorous yet accessible introduction to the core concepts, problems, and algorithms in reinforcement learning. Designed for senior undergraduate students, graduate students, researchers, and practitioners, it requires no prior reinforcement learning background but assumes knowledge of probability theory and linear algebra. The book carefully controls mathematical depth, providing illustrative examples based on a grid world task to clarify complex ideas. It is coherently organized, building each chapter on the preceding one, and is complemented by lecture slides and a highly-viewed video series available in both Chinese and English.
Capabilities
Pricing & Plans
Open Source · Free
Free
FAQs
Trending
