Machine Learning pdf epub mobi txt 电子书下载 2024

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Peter Flach

Cambridge University Press

2012-9-20

409

GBP 39.99

Paperback

9781107422223

图书标签: 机器学习 MachineLearning 数据挖掘 ML 计算机科学计算机统计学习 Cambridge

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发表于2024-05-15

Machine Learning epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Machine Learning pdf epub mobi txt 电子书下载 2024

图书描述

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.

Machine Learning 下载 mobi epub pdf txt 电子书

著者简介

Peter Flach, University of Bristol

图书目录

Machine Learning pdf epub mobi txt 电子书下载

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用户评价

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试图从比较统计的方向切入，然后为了照顾读者又什么都没讲清楚的糟糕例子…

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adasdsa

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非常浅显易读，内容很少。

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models lend the machine learning field diversity, but tasks and features give it unity，这句话可以说是贯穿全书的思想了。而这本书的定位就是a general introduction to machine learning to complement the many more specialist texts。比起一般ml书堆砌算法而言，这本书给给人更加豁然开朗的感觉、更高角度介绍机器学习。