learning_materials.md

Learning Materials

books and courses

Reinforcement Learning: An Introduction

• author page

book

• full pdf
• pdf without magin

code

• python
• julia
• matlab
• lisp

coursera class

1. Fundamentals of Reinforcement Learning
2. Sample-based Learning Methods
3. Prediction and Control with Function Approximation]
4. A Complete Reinforcement Learning System (Capstone)

other reinforcement learning courses

RL Courses by David Silver

David Silver is one of the masterminds of AlphaGo. This course is also based on our textbook.

• class notes
• python codes

Stanford CS234: Reinforcement Learning | Winter 2019

deep reinforcement learning

MIT 6.S091: Introduction to Deep Reinforcement Learning

AlphaGo

• AlphaGo - The Movie
• David Silver: AlphaGo, AlphaZero, and Deep Reinforcement Learning

math

multivariate calculus

• khan academy

linear algebra

• khan academy
• Strang

probability

• MIT introduction to probability