Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] pdf epub mobi txt 電子書 下載 2025

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Peter Flach 著

齣版社： Cambridge University Press

ISBN：9781107422223

商品編碼：19456591

包裝：平裝

齣版時間：2013-11-14

頁數：409

正文語種：英文

商品尺寸：24.4x18.8x0.5cm

內容簡介

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.

作者簡介

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.

精彩書評

"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

評分☆☆☆☆☆

內容且不說，就看印刷。你值得買嗎？反正拿到後滿滿的失望。使用的代碼示例根本看不清楚。這是用蘋果手機拍的，它已經進行瞭銳化處理，看起來比原來還要清楚多瞭。

評分☆☆☆☆☆

剛買來還沒看，挺好的，希望有用

評分☆☆☆☆☆

書很不錯的，諒解很細緻。價格很實惠！

評分☆☆☆☆☆

買瞭很久纔來曬單，書裏麵好多代碼，好好學

評分☆☆☆☆☆

很好，很不錯，我很喜歡，哈哈哈哈哈哈哈哈

評分☆☆☆☆☆

書很不錯的，諒解很細緻。價格很實惠！

評分☆☆☆☆☆

正好最近在研究，就買瞭，京東物流還是很給力的！大促的時候都能發貨這麼速度，點贊！

評分☆☆☆☆☆

全新的書，沒有破損很不錯

評分☆☆☆☆☆

書本質量很好。包裝不太好，箱內無填充物，快遞還要自取。