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Reinforcement Learning Sutton, Richard S.|Barto, Andrew G. Adaptive Computation

gefunden in Kategorie: Studium & Erwachsenenbildung

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Reinforcement Learning

Hardcover 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.
64 color illus., 51 b 115 Illustrations, unspecified
Versandfertig in 3-4 Wochen

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Reinforcement Learning - An Introduction

Unread book in perfect condition.

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  • Preis + Versand 73,95 € + 16,76 € Versand

Reinforcement Learning An Introduction

Ships SAME or NEXT business day. We Ship to APO/FPO addr. Choose EXPEDITED shipping and receive in 2-5 business days within the United States. See our member profile for customer support contact info. We have an easy return policy.

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  • Preis + Versand 59,25 € + 66,40 € Versand

Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)

A+ Customer service! Satisfaction Guaranteed! Book is in Used-Good condition. Pages and cover are clean and intact. Used items may not include supplementary materials such as CDs or access codes. May show signs of minor shelf wear and contain limited notes and highlighting.

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  • Preis + Versand 66,40 € + 66,40 € Versand

Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning series)

Textbook, May Have Highlights, Notes and/or Underlining, BOOK ONLY-NO ACCESS CODE, NO CD, Ships with Emailed Tracking

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  • Preis + Versand 111,47 € + 30,98 € Versand