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Pattern Recognition and Machine Learning

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Focusing on the Bayesian perspective, this textbook on pattern recognition introduces approximate inference algorithms that provide rapid solutions when exact calculations are impractical. It effectively utilizes graphical models to illustrate probability distributions, making complex concepts more accessible. This innovative approach sets it apart as a foundational resource in the field.

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Pattern Recognition and Machine Learning, Christopher Bishop

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Released
2016
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Title
Pattern Recognition and Machine Learning
Language
English
Released
2016
Format
Paperback
Pages
760
ISBN13
9781493938438
Series
Rating
4.3 out of 5
Description
Focusing on the Bayesian perspective, this textbook on pattern recognition introduces approximate inference algorithms that provide rapid solutions when exact calculations are impractical. It effectively utilizes graphical models to illustrate probability distributions, making complex concepts more accessible. This innovative approach sets it apart as a foundational resource in the field.