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

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☆☆☆☆☆

Peter Flach 著

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☆☆☆☆☆

很不错的产品，质量也很有保障，值得购买

评分☆☆☆☆☆

这本书非常的好，直截了当的几个实践项目，由浅入深，特别适合想要直接上手的同学

评分☆☆☆☆☆

不错不错，用着挺好，要喜欢的。。。

评分☆☆☆☆☆

纸张不错，图灵出品必属精品！慢慢看下去，很不错的书，值得推荐

评分☆☆☆☆☆

随着机器学习和人工智能技术的到来，Python现在火了起来。非常好的书，图书日，清空了好多书。

评分☆☆☆☆☆

买书如山倒，慢慢啃吧

评分☆☆☆☆☆

老公买的特别爱学习，一直在京东上买书，多搞活动。

评分☆☆☆☆☆

不错～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～～

评分☆☆☆☆☆

书已收到，还没来得及看，纸张不错，最后几页还有彩色的插图。