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Machine Learning: A Probabilistic Perspective
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  • Title Machine Learning: A Probabilistic Perspective
  • Author(s) Kevin Patrick Murphy
  • Publisher: The MIT Press (September 7, 2012); eBook (Free PDF)
  • Hardcover 1104 Pages
  • eBook PDF (1098 pages)
  • Language: English
  • ASIN: B08FZLD4J4
  • ISBN-10: 0262018020
  • ISBN-13: 978-0262018029
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Book Description

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.

About the Authors
  • Kevin Patrick Murphy is a Research Scientist at Google.
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