From the authors' preface: This edition of the book presents the changes that have occurred in AI since the previous edition of 2010: Overall, about 25% of the book's content is entirely new. The remaining 75% has been largely rewritten to provide a more unified picture of the field. 22% of the bibliographic references in this edition pertain to works published from 2010 onwards.
Contents:
•Part I: Artificial Intelligence
•Introduction
•Intelligent agents
•Part II: Problem Solving
•Problem solving by search
•Search in complex environments
•Search with adversarialness and games
•Constraint satisfaction problems
•Part III: Knowledge, reasoning, and planning
•Logical agents
•First-order logic
•Inference in first-order logic
•Knowledge representation
•Automated planning
•Part IV: Uncertain knowledge and reasoning
•Quantifying uncertainty
•Probabilistic reasoning
•Probabilistic reasoning over time
•Probabilistic planning
•Decision making under uncertainty
•Decision making under complex conditions
•Multi-agent decision making
•Part V: Machine Learning
•Learning from examples
•Learning probabilistic models
•Deep learning
•Reinforcement learning
•Part VI: Communication, perception, and action
•Natural language processing
•Deep learning for natural language processing
•Computer vision
•Robotics
•Part VII: Conclusions
•Philosophy, ethics, and safety of AI
•The future of AI
•Appendices
Manufacturer
- Authors
- Stuart Russell, Peter Norvig
- Publisher
- Kleidarithmos
- Original Title
- Artificial Intelligence a modern approach 4th edition
- Type
- Computers - Informatics, Artificial Intelligence
- Language
- Greek
- Subtitle
- 4th Edition
- Cover
- Soft
- Number of Pages
- 1216
- Release Date
- 11/2021
- Publication Date
- 2021
- Dimensions
- 21x29 cm
- ISBN-13
- 9789606451874
Important information
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