Drew Conway

(Author)

Machine Learning for Email: Spam Filtering and Priority InboxPaperback, 22 November 2011

Machine Learning for Email: Spam Filtering and Priority Inbox
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Print Length
148 pages
Language
English
Publisher
O'Reilly Media
Date Published
22 Nov 2011
ISBN-10
1449314309
ISBN-13
9781449314309

Description

If you're an experienced programmer willing to crunch data, this concise guide will show you how to use machine learning to work with email. You'll learn how to write algorithms that automatically sort and redirect email based on statistical patterns. Authors Drew Conway and John Myles White approach the process in a practical fashion, using a case-study driven approach rather than a traditional math-heavy presentation.

This book also includes a short tutorial on using the popular R language to manipulate and analyze data. You'll get clear examples for analyzing sample data and writing machine learning programs with R.

  • Mine email content with R functions, using a collection of sample files
  • Analyze the data and use the results to write a Bayesian spam classifier
  • Rank email by importance, using factors such as thread activity
  • Use your email ranking analysis to write a priority inbox program
  • Test your classifier and priority inbox with a separate email sample set

Product Details

Authors:
Drew ConwayJohn Myles White
Book Format:
Paperback
Country of Origin:
US
Date Published:
22 November 2011
Dimensions:
23.34 x 17.78 x 0.81 cm
Genre:
Science/Technology Aspects
ISBN-10:
1449314309
ISBN-13:
9781449314309
Language:
English
Pages:
148
Publisher:
Weight:
244.94 gm

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