Description |
1288 pages : illustrations (chiefly color) ; 26 cm |
Series |
Pearson series in artificial intelligence
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Contents |
Artificial intelligence. Introduction ; Intelligent agents -- Problem-solving. Solving problems by searching ; Search in complex environments ; Constraint satisfaction problems ; Adversarial search and games -- Knowledge, reasoning, and planning. Logical agents ; First-order logic ; Inference in first-order logic ; Knowledge representation ; Automated planning -- Uncertain knowledge and reasoning. Quantifying uncertainty ; Probabilistic reasoning ; Probabilistic reasoning over time ; Making simple decisions ; Making complex decisions ; Multiagent decision making -- Machine learning. Learning from examples ; Knowledge in learning ; Learning probabilistic models ; Deep learning ; Reinforcement learning -- Communicating, perceiving, and acting. Natural language processing ; Deep learning for natural language processing ; Robotics ; Computer vision -- Conclusion. Philosophy, ethics, and safety of AI ; The future of AI -- Appendix A. Mathematical background -- Appendix B. Notes on languages and algorithms |
Summary |
The long-anticipated revision of "Artificial intelligence: a modern approach" explores the full breadth and depth of the field of artificial intelligence (AI). The 4th edition brings readers up to date on the latest technologies, presents concepts in a more unified manner, and offers new or expanded coverage of machine learning, deep learning, transfer learning, multi agent systems, robotics, natural language processing, causality, probabilistic programming, privacy, fairness, and safe AI |
Bibliography |
Includes bibliographical references (pages 1206-1240) and index |
Subject |
Artificial intelligence
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Artificial intelligence -- Study and teaching
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Artificial intelligence -- Handbooks, manuals, etc
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Artificial intelligence -- Textbooks
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Artificial Intelligence
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artificial intelligence.
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Artificial intelligence -- Study and teaching
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Artificial intelligence
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Artificial intelligence -- Textbooks
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Genre/Form |
Textbooks
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Handbooks and manuals
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Textbooks.
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Author |
Norvig, Peter, author
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Chang, Ming-Wei, contributor
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Devlin, Jacob (Engineer), contributor
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Dragan, Anca, contributor
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Forsyth, David, contributor
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Goodfellow, Ian, contributor
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Malik, Jitendra, contributor
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Mansinghka, Vikash, contributor
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Pearl, Judea, contributor
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Wooldridge, Michael J., 1966- contributor
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Pearson (Firm), publisher
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ISBN |
9789356063570 |
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9356063575 |
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