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Introduction to Artificial Intelligence
£26.99

INTRODUCTION TO ARTIFICIAL INTELLIGENCE

PAPERBACK BY ERTEL, WOLFGANG; BLACK, NATHANAEL T.

£26.99

ISBN
9780857292988
IMPRINT
SPRINGER LONDON LTD
 
 
EDITION
PUBLISHER
SPRINGER LONDON LTD
STOCK FOR DELIVERY
New product available - 9783319584867
FORMAT
PAPERBACK
PAGES
316 pages
PUBLICATION DATE
15 MAR 2011

DESCRIPTION

This concise and accessible textbook supports a foundation or module course on A.I., covering a broad selection of the subdisciplines within this field. The book presents concrete algorithms and applications in the areas of agents, logic, search, reasoning under uncertainty, machine learning, neural networks and reinforcement learning. Topics and features: presents an application-focused and hands-on approach to learning the subject; provides study exercises of varying degrees of difficulty at the end of each chapter, with solutions given at the end of the book; supports the text with highlighted examples, definitions, and theorems; includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks and reinforcement learning; contains an extensive bibliography for deeper reading on further topics; supplies additional teaching resources, including lecture slides and training data for learning algorithms, at an associated website.

CONTENTS

Introduction.- 1: Propositional Logic.- 2: First-order Predicate Logic.- 3: Limitations of Logic.- 4: Logic Programming with PROLOG.- 5: Search, Games and Problem Solving.- 6: Reasoning with Uncertainty.- 7: Machine Learning and Data Mining.- 8: Neural Networks.- 9: Reinforcement Learning.- 10: Solutions for the Exercises.