Machine Learning Art Science Algorithms that Make Sense Data Pete… 9781107096394

Description: Machine Learning: The Art and Science of Algorithms that Make Sense of DataPeter Flach Cambridge University Press Hardcover Unused and unread, minor cosmetic imperfections such as scuffing or minor creasing. Stamped 'damaged' by publisher to a non-text page. EAN: 9781107096394 Published 20/09/2012 Language: English As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook. Prologue a machine learning sampler 1. The ingredients of machine learning 2. Binary classification and related tasks 3. Beyond binary classification 4. Concept learning 5. Tree models 6. Rule models 7. Linear models 8. Distance-based models 9. Probabilistic models 10. Features 11. In brief model ensembles 12. In brief machine learning experiments Epilogue where to go from here Important points to remember Bibliography Index. DispatchIn stock here - same-day dispatch from England. My SKU: 3161380RefundsNo-hassle refunds are always available if your book is not as expected.Terms and Conditions of SaleSorry - no collections. All sales are subject to extended Terms and Conditions of Sale as well as the Return Policy and Payment Instructions. Visit my eBay Store for details andmany more books. Template layout and design, "JNC Academic Books", "needbooks", Copyright © JNC INC. Designated trademarks, layouts and brands are the property of their respective owners. All Rights Reserved.

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