- Books
- Reinforcement Learning: An Introduction (second edition) by Sutton & Barto.
- Linear algebra:
- A list of free linear algebra texts
- Gilbert Strang has written numerous textbooks over the years. Some of his teaching materials are available online. His newer books are available for purchase, and his older books may be found in libraries and the Internet Archive (RP learned from the second edition of "Linear Algebra and its Applications".)
- A more recent text that some students have found helpful is Matrix Analysis and Applied Linear Algebra by Carl D. Meyer
- Other Didactic Material
- Ken Rice's approachable introduction to Bayesian statistics (slides)
- Video Free, online Deep RL Course taught by Michael Littman and Charles Isbell
- Software