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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 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.
Human behaviour—both complex and simple—is such a fascinating subject for study and research, and therefore, psychology as a subject is of tremendous importance to the students and the researchers. This accessible and student-friendly text in its second edition, shows the ‘what,’ ‘why’ and ‘how’ of human behaviour patterns. The text emphasizes controlled and systematic studies to explain such behavioural aspects as sensing, perceiving, modifications of human behaviour, memorizing, the recollection of past events, and affecting processes. The text is interspersed with many examples to illustrate the concepts discussed. The concepts are well-supported with experimental as well as observational facts. What’s more, the book acquaints the reader with the recent advances in the field of psychology.
Though psychology is a comparatively ‘younger’ subject as compared to allied subjects like Philosophy, Anthropology and Sociology, recent years have witnessed remarkable strides in its study. Indeed, writings on the subject have been both prodigious and prolific because of the enormous interest evinced by those interested in psychology and because human behaviour—both complex and simple—is such a fascinating subject for study and research. This accessible and student-friendly text shows the ‘what,’ ‘why’ and ‘how’ of human behaviour patterns. The text emphasizes controlled and systematic studies to explain such behavioural aspects as sensing, perceiving, modifications of human behaviour, memorizing, the recollection of past events, and affecting processes. The text is interspersed with many examples to illustrate the concepts discussed. The concepts are well-supported with experimental as well as observational facts. What’s more, the book acquaints the reader with the recent advances in the field of psychology. KEY FEATURES  Liberal use of examples to give a clear idea of the concept discussed.  Step-by-step analysis of various psychological facts to facilitate better understanding of the subject.  Presentation of new advances and discoveries in the field of various psychological processes.  Glossary of terms besides chapter-end exercises and summaries. Primarily intended as a text for undergraduate students of psychology, the book can also be profitably used by postgraduate students and all those who have an abiding interest in the study of human behaviour.
Reviews subjects on the test, offers tips on test-taking strategies, and includes two full-length practice exams with answers and explanations.
Reviews of every exam topic; 2 full-length practice tests with detailed explanations.
Reviews subjects on the test, offers tips on test-taking strategies, and includes two full-length practice exams with answers and explanations.
The fiercer the competition to get into college the more schools require that students prove themselves in other ways than SAT scores andgrade point averages. The more expensive college educations become, the more students take advantage of the opportunity to test-out offirst year college courses.Includes:-2 sample tests with fall explanations for all answers-The Princeton Review's proven score-raising skills and techniques-Complete subject review of all the material likely to show up on the AP Psychology exam
"Two full-length practice tests"--Cover.
Reviews subjects on the test, offers tips on test-taking strategies, and includes two full-length practice exams with answers and explanations.