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Rollout, Policy Iteration, and Distributed Reinforcement Learning
Language: en
Pages: 498
Authors: Dimitri Bertsekas
Categories: Computers
Type: BOOK - Published: 2021-08-20 - Publisher: Athena Scientific

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The purpose of this book is to develop in greater depth some of the methods from the author's Reinforcement Learning and Optimal Control recently published text
Reinforcement Learning and Optimal Control
Language: zh-CN
Pages: 373
Authors: Dimitri P. Bertsekas
Categories: Artificial intelligence
Type: BOOK - Published: 2020 - Publisher:

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Reinforcement Learning, second edition
Language: en
Pages: 549
Authors: Richard S. Sutton
Categories: Computers
Type: BOOK - Published: 2018-11-13 - Publisher: MIT Press

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The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intellig
Efficient Reinforcement Learning Using Gaussian Processes
Language: en
Pages: 226
Authors: Marc Peter Deisenroth
Categories: Electronic computers. Computer science
Type: BOOK - Published: 2010 - Publisher: KIT Scientific Publishing

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This book examines Gaussian processes in both model-based reinforcement learning (RL) and inference in nonlinear dynamic systems.First, we introduce PILCO, a fu
Reinforcement Learning and Dynamic Programming Using Function Approximators
Language: en
Pages: 280
Authors: Lucian Busoniu
Categories: Computers
Type: BOOK - Published: 2017-07-28 - Publisher: CRC Press

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From household appliances to applications in robotics, engineered systems involving complex dynamics can only be as effective as the algorithms that control the