Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平装] 下载 mobi epub pdf 电子书 2025

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内容简介

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.

作者简介

Peter Flach has more than twenty years of experience in machine learning teaching and research. He is Editor-in-Chief of Machine Learning and Program Co-Chair of the 2009 ACM Conference on Knowledge Discovery and Data Mining and the 2012 European Conference on Machine Learning and Data Mining. His research spans all aspects of machine learning, from knowledge representation and the use of logic to learn from highly structured data to the analysis and evaluation of machine learning models and methods to large-scale data mining. He is particularly known for his innovative use of Receiver Operating Characteristic (ROC) analysis for understanding and improving machine learning methods. These innovations have proved their effectiveness in a number of invited talks and tutorials and now form the backbone of this book.

精彩书评

"This textbook is clearly written and well organized. Starting from the basics, the author skillfully guides the reader through his learning process by providing useful facts and insight into the behavior of several machine learning techniques, as well as the high-level pseudocode of many key algorithms."
——Fernando Berzal, Computing Reviews

前言/序言

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平装] 下载 mobi epub pdf txt 电子书 格式

评分☆☆☆☆☆

这个类型的书还是很多，买了几本，内容上有互补，很好。

评分☆☆☆☆☆

老公买的特别爱学习，一直在京东上买书，多搞活动。

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好书，写的很详细，受益匪浅，以后还会买

评分☆☆☆☆☆

很不错的一本书！买来第一时间通宵看完了！！太爽了！！！

评分☆☆☆☆☆

完美的书籍，非常有好用

评分☆☆☆☆☆

时下很火的内容要赶紧学习了

评分☆☆☆☆☆

老公的生日礼物，我一个IT盲对比了N多的目录选择了这两本。书纸很好，内容完全不懂，希望对老公有帮助。

评分☆☆☆☆☆

没人还没有读，纸质不错，输还算厚重。内容充实，是一本不错的书！看完再来评价一下！

评分☆☆☆☆☆

比超市便宜值得购买购买方便快递给力

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