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Bayesian Reasoning and Machine Learning
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Bayesian Reasoning and Machine Learning Hardcover - 2012

by David Barber


From the publisher

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.

Details

  • Title Bayesian Reasoning and Machine Learning
  • Author David Barber
  • Binding Hardcover
  • Edition International Ed
  • Pages 735
  • Volumes 1
  • Language ENG
  • Publisher Cambridge University Press
  • Date 2012-03
  • Features Bibliography, Index, Table of Contents, Textbook
  • ISBN 9780521518147 / 0521518148
  • Weight 3.8 lbs (1.72 kg)
  • Dimensions 9.8 x 7.7 x 1.5 in (24.89 x 19.56 x 3.81 cm)
  • Library of Congress subjects Bayesian statistical decision theory, Machine learning
  • Library of Congress Catalog Number 2011035553
  • Dewey Decimal Code 006.31
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BAYESIAN REASONING AND MACHINE LEARNING

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Bayesian Reasoning and Machine Learning
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Bayesian Reasoning and Machine Learning

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Bayesian Reasoning and Machine Learning

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Bayesian Reasoning and Machine Learning

Bayesian Reasoning and Machine Learning

by David (University College London) Barber

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Hardback. New. New Book; Fast Shipping from UK; Not signed; Not First Edition; This practical introduction for final-year undergraduate and graduate students is ideally suited to computer scientists without a background in calculus and linear algebra. Numerous examples and exercises are provided. Additional resour
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Bayesian Reasoning and Machine Learning
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Bayesian Reasoning and Machine Learning

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Bayesian Reasoning and Machine Learning. by David Barber
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Bayesian Reasoning and Machine Learning. by David Barber

by David Barber

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Bayesian Reasoning and Machine Learning. by David Barber
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Bayesian Reasoning and Machine Learning. by David Barber

by David Barber

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Bayesian Reasoning and Machine Learning
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Bayesian Reasoning and Machine Learning

by David Barber

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Bayesian Reasoning and Machine Learning by Barber, David

Bayesian Reasoning and Machine Learning by Barber, David

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ISBN: 9780521518147
CAMBRIDGE UNIVERSITY PRESS | 15 February 2019
Hardback | 735 pages 
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… Read More
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