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Artificial Intelligence - General, Psychology of Education, Learning, Neural Networks
Statistical Mechanics of Learning by A. Engel β€” book cover

Statistical Mechanics of Learning

by A. Engel, C. Van Den Broeck
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Overview

The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics, and include many examples and exercises.

Synopsis

Artificial neural networks, learning, statistical mechanics; background material in mathematics and physics; examples and exercises; textbook/reference.

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Book Details

Published
January 1, 2001
Publisher
Cambridge University Press
Pages
344
Format
Paperback
ISBN
9780521774796

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