Machine Learning: A Probabilistic Perspective (Ada…

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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…

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Machine Learning


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Author by : Kevin P. Murphy
Languange Used : en
Release Date : 2012-08-24
Publisher by : MIT Press

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

Bayesian Reasoning And Machine Learning


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Author by : David Barber
Languange Used : en
Release Date : 2012-02-02
Publisher by : Cambridge University Press

A practical introduction perfect for final-year undergraduate and graduate students without a solid background

Machine Learning


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Author by : Sergios Theodoridis
Languange Used : en
Release Date : 2015-04-02
Publisher by : Academic Press

This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and determi

Probabilistic Graphical Models


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Author by : Daphne Koller
Languange Used : en
Release Date : 2009
Publisher by : MIT Press

A general framework for constructing and using probabilistic models of complex systems that would enable a com

Pattern Recognition And Machine Learning


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Author by : Christopher M. Bishop
Languange Used : en
Release Date : 2006-08-17
Publisher by : Springer Verlag

The field of pattern recognition has undergone substantial development over the years. This book reflects thes

Evaluating Learning Algorithms


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Author by : Nathalie Japkowicz
Languange Used : en
Release Date : 2011-01-17
Publisher by : Cambridge University Press

The field of machine learning has matured to the point where many sophisticated learning approaches can be app

Introduction To Statistical Machine Learning


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Author by : Masashi Sugiyama
Languange Used : en
Release Date : 2015-10-31
Publisher by : Morgan Kaufmann

Machine learning allows computers to learn and discern patterns without actually being programmed. When Statis

Deep Learning


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Author by : Ian Goodfellow
Languange Used : en
Release Date : 2016-11-18
Publisher by : MIT Press

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background,

Introduction To Machine Learning


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Author by : Ethem Alpaydin
Languange Used : en
Release Date : 2014-08-29
Publisher by : MIT Press

The goal of machine learning is to program computers to use example data or past experience to solve a given p

Gaussian Processes For Machine Learning


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Author by : Carl Edward Rasmussen
Languange Used : en
Release Date : 2006-01
Publisher by : Mit Press

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical,

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