Artificial Intelligence: A Modern Approach, 4th edition

  • Stuart Russell
  • Peter Norvig

Artificial Intelligence: A Modern Approach

ISBN-13:  9780134610993

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$159.99 $199.99

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Overview

The most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence
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.

Table of contents

  • 1. Introduction
  • 2. Intelligent Agents
  • 3. Solving Problems by Searching
  • 4. Search in Complex Environments
  • 5. Adversarial Search and Games
  • 6. Constraint Satisfaction Problems
  • 7. Logical Agents
  • 8. First-Order Logic
  • 9. Inference in First-Order Logic
  • 10. Knowledge Representation
  • 11. Automated Planning
  • 12. Quantifying Uncertainty
  • 13. Probabilistic Reasoning
  • 14. Probabilistic Reasoning over Time
  • 15. Probabilistic Programming
  • 16. Making Simple Decisions
  • 17. Making Complex Decisions
  • 18. Multiagent Decision Making
  • 19. Learning from Examples
  • 20. Learning Probabilistic Models
  • 21. Deep Learning
  • 22. Reinforcement Learning
  • 23. Natural Language Processing
  • 24. Deep Learning for Natural Language Processing
  • 25. Robotics
  • 26. Philosophy and Ethics of AI
  • 27. The Future of AI

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Published by Pearson (April 28th 2020) - Copyright © 2020