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Pattern Recognition and Machine Learning (Information Science and Statistics)

Christopher M. Bishop




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 | #10205 in Books |  imusti |  2007-10-01 | Original language:English | PDF # 1 |  9.25 x7.25 x1.75l,3.90 | File type: PDF | 738 pages

 | Springer

||8 of 8 people found the following review helpful.| Classic and insightful but does not sufficiently cover important non-Bayesian approaches|By R|This graduate-level book is a very good reference for classic pattern recognition and machine learning methods. It might not be the best book for a first-time learner though since the author tends to jump-step a lot. This is understandable considering the amount of content and insightf| ||From the reviews: |"This beautifully produced book is intended for advanced undergraduates, PhD students, and researchers and practitioners, primarily in the machine learning or allied areas...A strong feature is the use of geometric illustration and intuitio

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 calc...

You easily download any file type for your device.Pattern Recognition and Machine Learning (Information Science and Statistics)   |  Christopher M. Bishop.Not only was the story interesting, engaging and relatable, it also teaches lessons.

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