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Ej skönlitteratur, Text · Engelska
Artificial intelligence : a modern approach
Stuart Jonathan Russell (Författare), Peter Norvig (Författare)
LCCN 2019047498, ISBN 9780134610993 · inbunden, ISBN 0134610997 · inbunden
Fourth edition.
utgivning
Hoboken, NJ : Pearson, 2021, [2021]xviii, 1115 sidor
Seriemedlemskap
Pearson series in artificial intelligenceStuart J. Russell and Peter Norvig
Bok
Tillgänglighet utifrån medietyp
kategori
Ej skönlitteraturSammanfattning
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, multiagent systems, robotics, natural language processing, causality, probabilistic programming, privacy, fairness, and safe AI.
Innehållsförteckning
PART I: Artificial Intelligence -- 1. Introduction -- 2. Intelligent Agents -- PART II: Problem Solving -- 3. Solving Problems by Searching -- 4. Search in Complex Environments -- 5. Adversarial Search and Games -- 6. Constraint Satisfaction Problems -- PART III: Knowledge and Reasoning -- 7. Logical Agents -- 8. First-Order Logic -- 9. Inference in First-Order Logic -- 10. Knowledge Representation -- 11. Automated Planning -- 12. Quantifying Uncertainty -- PART IV: Uncertain Knowledge and Reasoning -- 13. Probabilistic Reasoning -- 14. Probabilistic Reasoning over Time -- 15. Probabilistic Programming -- 16. Making Simple Decisions -- 17. Making Complex Decisions -- PART V: Learning -- 18. Multiagent Decision Making -- 19. Learning from Examples -- 20. Learning Probabilistic Models -- 21. Deep Learning -- PART VI: Communicating, Perceiving, and Acting -- 22. Reinforcement Learning -- 23. Natural Language Processing -- 24. Deep Learning for Natural Language Processing -- 25. Robotics -- PART VII: Conclusions -- 26. Philosophy and Ethics of AI -- 27. The Future of AI -- APPENDIX A: Mathematical Background -- APPENDIX B: Notes on Languages and Algorithms
Detaljer
Medverkan och funktion
Stuart Jonathan Russell (Författare), Peter Norvig (Författare)Identifikator
LCCN 2019047498, ISBN 9780134610993 · inbunden, ISBN 0134610997 · inbundenhar titel
Artificial intelligence : a modern approachupphovsuppgift
Stuart J. Russell and Peter Norvigupplageuppgift
Fourth edition.utgivning
Hoboken, NJ : Pearson, 2021, [2021]omfång
xviii, 1115 sidoranmärkning
- Includes bibliographical references and index.
Mått
26 cmÖvriga fysiska detaljer
illustrationerklassifikation
Q335 (LC-klassifikation)Seriemedlemskap
Pearson series in artificial intelligencekontrollnummer
n0b809sdl0ggvc0r Biblioteksspecifik information (bestånd)
Högskolan i Jönköping, biblioteket (Jon)
ämneArtificiell intelligens, Artificial intelligence
Resursens ID / Permalänk: https://libris.kb.se/n0b809sdl0ggvc0r#it
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