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Bayesian Reasoning and Machine Learning - Hardcover

 
9780521518147: Bayesian Reasoning and Machine Learning

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A practical introduction perfect for final-year undergraduate and graduate students without a solid background in linear algebra and calculus.

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David Barber is Reader in Information Processing in the Department of Computer Science, University College London.

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Barber, David
Published by Cambridge University Press, 2012
ISBN 10: 0521518148 ISBN 13: 9780521518147
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ISBN 10: 0521518148 ISBN 13: 9780521518147
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Hardcover. Condition: new. Hardcover. 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. 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 resources available online and in the comprehensive software package include computer code, demos and teaching materials for instructors. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9780521518147

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