Bayesian Reasoning and Machine Learning

Ebook

Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master’s students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.

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Bayesian Reasoning And Machine Learning


Download Now Read Online

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

Bayesian Reasoning And Machine Learning


Download Now Read Online

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

Machine learning methods extract value from vast data sets quickly and with modest resources. They are establi

Bayesian Reasoning And Machine Learning


Download Now Read Online

Author by : David Barber
Languange Used : en
Release Date : 2012
Publisher by :

"Vast amounts of data present amajor challenge to all thoseworking in computer science, and its many related f

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

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

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 enginee

Bayesian Time Series Models


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Author by : David Barber
Languange Used : en
Release Date : 2011-08-11
Publisher by : Cambridge University Press

The first unified treatment of time series modelling techniques spanning machine learning, statistics, enginee

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