Roy Stuart Volume 1 Pdf
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Reinforcement Learning, second edition
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.
River Confluences, Tributaries and the Fluvial Network
River Confluences and the Fluvial Network brings together state of the art thinking on confluence dynamics tributary impacts and the links between processes at these scales and river network functions. The book is unique in focus, content, scope and in bringing together engineering, ecological and geomorphological approaches to the three key areas of river system science. Taking a global approach this multi-authored text features a team of carefully selected, internationally renowned, experts who have all contributed significantly to recent ground breaking advancements in the field. Each chapter includes a comprehensive review of work to date highlighting recent discoveries and the main thrust of knowledge, previously unpublished research and case studies, challenges and questions, detailed references as well as a forward looking assessment of the state of the science.
Martial Arts of the World
Author: Thomas A. Green
language: en
Publisher: Bloomsbury Publishing USA
Release Date: 2010-06-11
This book is the most comprehensive and authoritative reference ever published on the wide range of martial arts disciplines practiced in cultures around the world. ABC-CLIO's Martial Arts of the World: An Encyclopedia of History and Innovation is the most authoritative reference ever published on combat disciplines from around the world and across history. Coverage includes Shaolin monks, jousting knights, Roman gladiators, Westerner gunfighters, samurai warriors, and heavyweight boxers. These iconic figures and many more are featured in this title, as well as representatives of less well known but no less fascinating systems, all vividly characterized by expert contributors from around the world who are themselves martial arts practitioners. Martial Arts of the World comprises 120 entries in two volumes. The first volume is organized geographically to explore the historic development of martial arts styles in Asia, Africa, Europe, and the Americas. The second volume looks at martial arts thematically, with coverage of belief systems, modern martial arts competitions, and a wide range of such topics as folklore, women in martial arts, martial arts and the military, and martial arts and the media.