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Artificial Intelligence: A Modern Approach cover

Artificial Intelligence: A Modern Approach

by Stuart Russell, Peter Norvig

4th Edition

Publisher: Pearson

(0 reviews)
Computer Science & IT

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Book Details

Print ISBN9780134610993
eText ISBN9780134671932
PublisherPearson
Publishing Year2021
Edition4th Edition
LanguageEnglish

The 4th Edition of Artificial Intelligence: A Modern Approach by Stuart Russell and Peter Norvig offers a comprehensive computer science textbook built around the unifying theme of intelligent agents. Written for undergraduate students, graduate students, and self-directed learners, the book frames artificial intelligence as the study and design of computational agents that receive percepts from an environment and perform actions.

The narrative progresses through basic search algorithms, constraint satisfaction problems, logic, first-order inference, automated planning, and knowledge representation. It then transitions into probabilistic reasoning, probabilistic programming, machine learning, reinforcement learning, computer vision, and robotics. Throughout these domains, the text highlights how recent deep learning methods have affected natural language understanding, speech recognition, and visual processing.

This edition incorporates explicit focus on artificial intelligence ethics, fairness, trust, and safety alongside core computational principles. Its structured presentation supports standard academic term courses as well as independent technical study across computer science curricula.

Table of Contents

  1. Chapter 1: Introduction

  2. Chapter 2: Intelligent Agents

  3. Chapter 3: Solving Problems by Searching

  4. Chapter 4: Search in Complex Environments

  5. Chapter 5: Adversarial Search and Games

  6. Chapter 6: Constraint Satisfaction Problems

  7. Chapter 7: Logical Agents

  8. Chapter 8: First-Order Logic

  9. Chapter 9: Inference in First-Order Logic

  10. Chapter 10: Knowledge Representation

  11. Chapter 11: Automated Planning

  12. Chapter 12: Quantifying Uncertainty

  13. Chapter 13: Probabilistic Reasoning

  14. Chapter 14: Probabilistic Reasoning over Time

  15. Chapter 15: Probabilistic Programming

  16. Chapter 16: Making Simple Decisions

  17. Chapter 17: Making Complex Decisions

  18. Chapter 18: Multiagent Decision Making

  19. Chapter 19: Learning from Examples

  20. Chapter 20: Learning Probabilistic Models

  21. Chapter 21: Deep Learning

  22. Chapter 22: Reinforcement Learning

  23. Chapter 23: Natural Language Processing

  24. Chapter 24: Deep Learning for Natural Language Processing

  25. Chapter 25: Computer Vision

  26. Chapter 26: Robotics

  27. Chapter 27: Philosophy, Ethics, and Safety of AI

  28. Chapter 28: The Future of AI

  29. Chapter Appendix A: Mathematical Background

  30. Chapter Appendix B: Notes on Languages and Algorithms

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▶Research Sources (11)
  • 9780134671932: Artificial Intelligence: A Modern Approach
  • Where to get Artificial Intelligence: A Modern Approach, 4th Edition?
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  • Textbooks for subject 16.413 (Fall 2025)
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  • Artificial-Intelligence-A-Modern-Approach-4th-Edition-1 ...
  • Artificial Intelligence: A Modern Approach, Global Edition, 4ed

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