Bayesian Reasoning and Machine Learning

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Science & Nature, Mathematics, General Computing
Cover of the book Bayesian Reasoning and Machine Learning by David Barber, Cambridge University Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: David Barber ISBN: 9781139636063
Publisher: Cambridge University Press Publication: February 2, 2012
Imprint: Cambridge University Press Language: English
Author: David Barber
ISBN: 9781139636063
Publisher: Cambridge University Press
Publication: February 2, 2012
Imprint: Cambridge University Press
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Cambridge University Press

Cover of the book Searching for Truth in the Transitional Justice Movement by David Barber
Cover of the book European Literatures in Britain, 18–15–1832: Romantic Translations by David Barber
Cover of the book Athenian Democracy at War by David Barber
Cover of the book Methods of Applied Mathematics for Engineers and Scientists by David Barber
Cover of the book How Mass Atrocities End by David Barber
Cover of the book Lucan's Egyptian Civil War by David Barber
Cover of the book Soldiers, Politicians, and Civilians by David Barber
Cover of the book The City and the Coming Climate by David Barber
Cover of the book Opera in the Age of Rousseau by David Barber
Cover of the book From Stoicism to Platonism by David Barber
Cover of the book Modernization, Cultural Change, and Democracy by David Barber
Cover of the book The Cambridge Companion to John Updike by David Barber
Cover of the book The Anthropology of Modern Human Teeth by David Barber
Cover of the book Stahl's Self-Assessment Examination in Psychiatry by David Barber
Cover of the book Case Studies in Neurological Pain by David Barber
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy