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Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series) - Hardcover

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A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.

Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified,...

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Kevin P. Murphy is a Senior Staff Research Scientist at Google Research.

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  • PublisherThe MIT Press
  • Publication date2012
  • ISBN 10 0262018020
  • ISBN 13 9780262018029
  • BindingHardcover
  • LanguageEnglish
  • Number of pages1104
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