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Artificial Intelligence

Artificial Intelligence

Foundations of Computational Agents

by David L. Poole and Alan K. Mackworth
Hardback
Publication Date: 13/07/2023

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Fully revised and updated, this third edition includes three new chapters on neural networks and deep learning including generative AI, causality, and the social, ethical and regulatory impacts of artificial intelligence.

All parts have been updated with the methods that have been proven to work. The book's novel agent design space provides a coherent framework for learning, reasoning and decision making. Numerous realistic applications and examples facilitate student understanding.

Every concept or algorithm is presented in pseudocode and open source AIPython code, enabling students to experiment with and build on the implementations. Five larger case studies are developed throughout the book and connect the design approaches to the applications.

Each chapter now has a social impact section, enabling students to understand the impact of the various techniques as they learn them. An invaluable teaching package for undergraduate and graduate AI courses, this comprehensive textbook is accompanied by lecture slides, solutions, and code.

ISBN:
9781009258197
9781009258197
Category:
Natural language & machine translation
Format:
Hardback
Publication Date:
13-07-2023
Language:
English
Publisher:
Cambridge University Press
Country of origin:
United Kingdom
Edition:
3rd Edition
Dimensions (mm):
260x182x43mm

Part I - Agents in the World

Chapter 1 - Artificial Intelligence and Agents

Chapter 2 - Agent Architectures and Hierarchical Control

Part II - Reasoning and Planning with Certainty

Chapter 3 - Searching for Solutions

Chapter 4 - Reasoning with Constraints

Chapter 5 - Propositions and Inference

Chapter 6 - Deterministic Planning

Part III - Learning and Reasoning with Uncertainty

Chapter 7 - Supervised Machine Learning

Chapter 8 - Neural Networks and Deep Learning

Chapter 9 - Reasoning with Uncertainty

Chapter 10 - Learning with Uncertainty

Chapter 11 - Causality

Part IV - Planning and Acting with Uncertainty

Chapter 12 - Planning with Uncertainty

Chapter 13 - Reinforcement Learning

Chapter 14 - Multiagent Systems

Part V - Representing Individuals and Relations

Chapter 15 - Individuals and Relations

Chapter 16 - Knowledge Graphs and Ontologies

Chapter 17 - Relational Learning and Probabilistic Reasoning

Part VI - The Big Picture

Chapter 18 - The Social Impact of Artificial Intelligence

Chapter 19 - Retrospect and Prospect

Appendices

Appendix A - Mathematical Preliminaries and Notation

Appendix B - Mapping to Open-Source Packages

References

Index of Algorithms

Index

David L. Poole

David L. Poole is Professor of Computer Science at the University of British Columbia.

He is a former chair of the Association for Uncertainty in Artificial Intelligence, the winner of the Canadian AI Association (CAIAC) Lifetime Achievement Award, and is a Fellow of AAAI and CAIAC.

Alan K. Mackworth

Alan K. Mackworth is a Professor Emeritus of Computer Science at the University of British Columbia, where he co-founded the pioneering UBC Cognitive Systems Program.

He served as President of CAIAC, IJCAII, and AAAI, and now acts as a consultant, writer and lecturer. He is a Fellow of AAAI, CAIAC, CIFAR, AGE-WELL and the Royal Society of Canada.

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