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

簡體網頁||繁體網頁

☆☆☆☆☆

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☆☆☆☆☆

搞活動事時買的，非常的劃算。。。産品質量很不錯。。！

評分☆☆☆☆☆

Python號稱是目前最火的語言課瞭，所以不學不行瞭。

評分☆☆☆☆☆

相比起抵達中國之前連發兩條推特難掩激動之情，特朗普在離開中國前也連發多條推特，為自己的中國之行劃下圓滿句號。更值得注意的是，他的推特封麵又換瞭！

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☆☆☆☆☆

這是真的不錯的書，推薦

評分☆☆☆☆☆

這個類型的書還是很多，買瞭幾本，內容上有互補，很好。

評分☆☆☆☆☆

舉幾個例子，我們會介紹怎麼把StackOverflow的迴答按質量高低進行分類，怎麼知道某個音樂文件是爵士風格，還是重金屬搖滾風格。另外，本書還涵蓋瞭主題建模、購物習性分析及雲計算等高級內容。總之，通過學習本書，讀者可以掌握構建自己所需係統的各方麵知識，並且學以緻用，解決自己麵臨的現實問題。

評分☆☆☆☆☆

書很好，內容很不錯，寫得很詳細

評分☆☆☆☆☆

幫人買的，很正版的書籍，同事很喜歡