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Artificial IntelligenceA Modern ApproachFourth EditionPEARSON SERIESIN ARTIFICIAL INTELLIGENCEStuart Russell and Peter Norvig, EditorsFORSYTH& PONCEComputer Vision: A Modern Approach, 2nd LispJURAFSKY& MARTINSpeech and Language Processing, 2nd Bayesian NetworksRUSSELL& NORVIGArtificial Intelligence : A Modern Approach, 4th IntelligenceA Modern ApproachFourth EditionStuart J. Russell and Peter NorvigContributing writers:Ming-Wei ChangJacob DevlinAnca DraganDavid ForsythIan GoodfellowJitendra M. MalikVikash MansinghkaJudea PearlMichael WooldridgeCopyright 2021, 2010, 2003 by Pearson Education, Inc. or its affiliates, 221 River Street, Hoboken,NJ 07030. All Rights Reserved. Manufactured in the United States of America. This publication isprotected by copyright, and permission should be obtained from the publisher prior to any prohibitedreproduction, storage in a retrieval system, or transmission in any form or by any means, electronic,mechanical, photocopying, recording, or otherwise.

humanoid robot built by Boston Dynamics. A depiction of a self-driving car sensing its en-vironment appears between Ada Lovelace, the world’s first computer programmer, and Alan Turing, whose fundamental work defined artificial intelligence. At the bottom of the chess

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20 STATISTICAL LEARNING METHODS - Artificial intelligence

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20 STATISTICAL LEARNING METHODS In which we view learning as a form of uncertain reasoning from observations. Part V pointed out the prevalence of uncertainty in real environments.

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5 CONSTRAINT SATISFACTION PROBLEMS

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maximum domain size of any variable in a CSP is d, then the number of possible complete assignments is O(dn)—that is, exponential in the number of variables. Finite-domain CSPs BOOLEAN CSPS include Boolean CSPs, whose variables can be …

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7 LOGICAL AGENTS

aima.cs.berkeley.edu

all the basic concepts of logic. There is also a well-developed technology for reasoning in propositional logic, which we describe in sections 7.5 and 7.6. Finally, Section 7.7 combines the concept of logical agents with the technology of propositional logic to build some simple agents for the wumpus world.

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