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

Murphy, Kevin P.

  • 4.34 out of 5 stars
    520 ratings by Goodreads
 
9780262018029: Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
Hardcover
ISBN 10: 0262018020 ISBN 13: 9780262018029
Publisher: The MIT Press, 2012

Synopsis

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, probabilistic approach.

The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package—PMTK (probabilistic modeling toolkit)—that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

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About the Author

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

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Publisher
The MIT Press
Publication date
2012
Language
English
ISBN 10 
0262018020
ISBN 13 
9780262018029
Binding
Hardcover
Number of pages
1104
Rating
  • 4.34 out of 5 stars
    520 ratings by Goodreads