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

简体网页||繁体网页

☆☆☆☆☆

Peter Flach 著

图书标签:

• 机器学习
• 数据挖掘
• 算法
• 人工智能
• 数据科学
• 统计学习
• 模式识别
• Python
• R语言
• 模型构建

出版社： Cambridge University Press

ISBN：9781107422223

商品编码：19456591

包装：平装

出版时间：2013-11-14

页数：409

正文语种：英文

商品尺寸：24.4x18.8x0.5cm

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

评分☆☆☆☆☆

书不错，还么就开始看

评分☆☆☆☆☆

书翻着还不错，应该是正品啦！

评分☆☆☆☆☆

凑单买的书，同学推荐的。

评分☆☆☆☆☆

很好的一本书，物流相当快，不过没来得及看，618一百多买了四百左右的书，2333

评分☆☆☆☆☆

阅读中，python是需要不断的学习了，现在好火

评分☆☆☆☆☆

经典书籍，不用多说啦，很好满意(?ω?)hiahiahia

评分☆☆☆☆☆

很好的数，岳大威武，很适合比赛使用，哈哈哈哈哈哈哈

评分☆☆☆☆☆

很好，很方便，方便快捷得很，赞赞赞！！！！

评分☆☆☆☆☆

特朗普10日上午结束了对中国的国事访问，乘专机离开北京。