Reinforcement Learning: An Introduction

Small book cover

Richard S. Sutton
and Andrew G. Barto

Second Edition (see here for the first edition)
MIT Press, Cambridge, MA, 2018

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Errata and Notes
Full Pdf  Without Margins
Solutions -- send in your solutions for a chapter, get the official ones back (currently incomplete)
Slides and Other Teaching Aids
Links to pdfs of the literature sources cited in the book (Many thanks to Daniel Plop!)
Latex Notation -- Want to use the book's notation in your own work? Download this .sty file and this example of its use