(Adaptive Computation and Machine Learning) Kevin P. Murphy - Machine Learning_ A Probabilistic Perspective-The MIT Press (2012).pdf


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2024-04-18
machine learning Murphy Kevin methods examples book Machine 机器 Probabilistic
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Machine Learning
A Probabilistic Perspective
Kevin P. Murphy
“An astonishing machine learning book: intuitive, full
of examples, fun to read but still comprehensive,
strong, and deep! A great starting point for any univer-
sity student—and a must-have for anybody in the field.”
Jan Peters, Darmstadt University of Technology;
Max-Planck Institute for Intelligent Systems
“Kevin Murphy excels at unraveling the complexities
of machine learning methods while motivating the
reader with a stream of illustrated examples and
real-world case studies. The accompanying software
package includes source code for many of the figures,
making it both easy and very tempting to dive in and
explore these methods for yourself. A must-buy for
anyone interested in machine learning or curious
about how to extract useful knowledge from big data.”
John Winn, Microsoft Research
“This is a wonderful book that starts with basic topics
in statistical modeling, culminating in the m


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