A Risk Professionals Survival Guide: Applied Best Practices in Risk Management

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Machine Learning: The Art and Science of Algorithms that Make Sense of Data
by Peter Flach


2012 | pages: 416 | ISBN: 1107422221 | PDF | 9,5 mb

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.

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Machine Learning_ The Art and Science of Algorithms that Make Sense of Data 2012.pdf (9.21 MB, 需要: 16 个论坛币)

2014-12-11 04:59:09 上传

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关键词：Professional Management Profession Managemen Practices English 2014

tigerwolf 发表于 2014-12-11 05:00
Machine Learning: The Art and Science of Algorithms that Make Sense of Data
by Peter Flach

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