Transcription of Pattern Recognition and Machine Learning
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Pattern Recognition and Machine Learning
Sample ChapterPattern Recognition and Machine LearningChristopher M. BishopCopyrightc 2002 2006 This is an extract from the book Pattern Recognition and Machine Learning published by Springer (2006).It contains the preface with details about the mathematicalnotation, the complete table of contents of thebook and an unabridged version of chapter 8 on Graphical Models. This document, as well as furtherinformation about the book, is available from: cmbishop/PRMLP refacePattern Recognition has its origins in engineering, whereas Machine Learning grewout of computer science. However, these activities can be viewed as two facets ofthe same field, and together they have undergone substantialdevelopment over thepast ten years.
Knowledgeof multivariate calculusand basic linear algebra ... The exercises that appear at the end of every chapter form an important com-ponent of the book. Each exercise has been carefully chosen to reinforce concepts ... also like to thank Asela Gunawardana for plotting the spectrogram in Figure 13.1, and Bernhard Scho¨lkopf for permission ...
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