Reinforcement Learning: An Introduction (2nd Edition)

Cover Art for 9780262039246, Reinforcement Learning: An Introduction (2nd Edition) by Richard S. Sutton
ISBN: 9780262039246
Publisher: MIT Press
Published: 14 September, 2018
Format: Hardcover
Language: English
Editions:
7 other editions of this product

The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics.

Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

Filters

Booko is reader-supported. When you buy through links on our site, we may earn an affiliate commission. Learn more

Historical Prices

Loading...
This graph is for informational purposes only. Occasionally pricing data is captured incorrectly, through bugs in Booko or the stores supplying data, which may distort the graph, providing undue hope that even lower prices sometimes appear.

Recently Updated