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Pattern Recognition And Machine Learning
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Publisher Springer Verlag
Publication date August 17, 2006
Pages 738
Binding Hardcover
Book category Adult Non-Fiction
ISBN-13 9780387310732
ISBN-10 0387310738
Dimensions 1.75 by 7.25 by 9.25 in.
Weight 4.40 lbs.
Original list price $94.95
Amazon.com description: Product Description:

This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.



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