Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] epub pdf mobi txt 電子書 下載 2024

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] epub pdf mobi txt 電子書 下載 2024

☆☆☆☆☆
簡體網頁||繁體網頁



點擊這裡下載

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] epub pdf mobi txt 電子書 下載 2024

类似图書 點擊查看全場最低價

---

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

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] epub pdf mobi txt 電子書 下載 2024

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

評分☆☆☆☆☆

不錯的書，推薦大傢購買，做活動，買瞭一大堆計算機的書

評分☆☆☆☆☆

還好還好還好還好還好還好還好還好還好還好還好還好

評分☆☆☆☆☆

書不錯，還麼就開始看

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☆☆☆☆☆

花瞭近兩個月的業餘時間來看這本書。正像我說的那樣，大約隻讀懂瞭我能讀懂的部分。

評分☆☆☆☆☆

展示所討論的算法的使用原則。全書共分為7 章，詳細討論瞭預測模型的兩類核心算法、預測模型的構建、懲罰綫性迴歸和集成方法的具體應用和實現。

評分☆☆☆☆☆

還沒看，感覺還是有點難度的

評分☆☆☆☆☆

對於預測問題講得挺全麵的，值得一讀

評分☆☆☆☆☆

東西不錯

类似图書 點擊查看全場最低價