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Information Theory Inference And Learning Algorithms


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Author by : David J. C. MacKay
Languange Used : en
Release Date : 2003-09-25
Publisher by : Cambridge University Press

Fun and exciting textbook on the mathematics underpinning the most dynamic areas of modern science and engineering.

Information Theory Inference And Learning Algorithms


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Author by : MACKAY
Languange Used : en
Release Date :
Publisher by :

Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine lear

Information Theory Inference And Learning Algorithms


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Author by : David J. C. MacKay
Languange Used : en
Release Date : 2003
Publisher by :

This textbook offers comprehensive coverage of Shannon's theory of information as well as the theory of neural networks and probabilistic data modelling. It includes explanations of Shannon's importan

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 in linear algebra and calculus.

Information Theory And Statistical Learning


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Author by : Frank Emmert-Streib
Languange Used : en
Release Date : 2008-11-24
Publisher by : Springer Science & Business Media

"Information Theory and Statistical Learning" presents theoretical and practical results about information theoretic methods used in the context of statistical learning. The book will present a compre

Information Physics And Computation


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Author by : Marc Mézard
Languange Used : en
Release Date : 2009-01-22
Publisher by : Oxford University Press

A very active field of research is emerging at the frontier of statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. This book sets up a common languag

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 these developments while providing a grounding in the basic concepts of pattern recognition an

Understanding Machine Learning


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Author by : Shai Shalev-Shwartz
Languange Used : en
Release Date : 2014-05-19
Publisher by : Cambridge University Press

Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.