Algorithms of the Intelligent Web
Authors: Douglas McIlwraith – Haralambos Marmanis – Dmitry Babenko
ISBN-10: 1617292583
ISBN-13: 9781617292583
Edition 版次: 2
Released: 2016-09-08
Print Length 页数: 240 pages
Book Description
By finelybook
Algorithms of the Intelligent Web,Second Edition teaches the most important approaches to algorithmic web data analysis,enabling you to create your own machine learning applications that crunch,munge,and wrangle data collected from users,web applications,sensors and website logs.
Valuable insights are buried in the tracks web users leave as they navigate pages and applications. You can uncover them by using intelligent algorithms like the ones that have earned Facebook,google,and Twitter a place among the giants of web data pattern extraction.
Algorithms of the Intelligent Web,Second Edition teaches you how to create machine learning applications that crunch and wrangle data collected from users,web applications,and website logs. In this totally revised edition,you’ll look at intelligent algorithms that extract real value from data. Key machine learning concepts are explained with code examples in Python’s scikit-learn. This book guides you through algorithms to capture,store,and structure data streams coming from the web. You’ll explore recommendation engines and dive into classification via statistical algorithms,neural networks,and deep learning.
What’s Inside
Introduction to machine learning
Extracting structure from data
Deep learning and neural networks
How recommendation engines work
Contents
Foreword
Preface
Acknowledgments
About this Book
Chapter 1.Building applications for the intelligent web
Chapter 2.Extracting structure from data: clustering and transforming your data
Chapter 3.Recommending relevant content
Chapter 4.Classification: placing things where they belong
Chapter 5.Case study: click prediction for online advertising
Chapter 6.Deep learning and neural networks
Chapter 7.Making the right choice
Chapter 8.The future of the intelligent web
Appendix.Capturing data on the web
Index
List of Figures
List of Tables
List of Listings
