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Machine learning for email 1st Edition by Drew Conway, John White ISBN 1449320716 9781449320713

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Machine learning for email 1st ed Edition Conway Digital Instant Download

Author(s): Conway, Drew;White, John Myles
ISBN(s): 9781449320713, 1449320716
Edition: 1st ed
File Details: PDF, 9.69 MB
Year: 2012
Language: english
SKU: EB-11803590 Category: Tags: , , ,

Machine learning for email 1st Edition by Drew Conway, John White – Ebook PDF Instant Download/Delivery: 1449320716, 9781449320713

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Product details:

ISBN 10: 1449320716

ISBN 13: 9781449320713 

Author: Drew Conway, John White

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

Table of contents:

Preface

Machine Learning for Hackers: Email

How This Book is Organized

Conventions Used in This Book

Using Code Examples

Safari® Books Online

How to Contact Us

Chapter 1: Using R

Chapter 2: Data Exploration

Chapter 3: Classification: Spam Filtering

Chapter 4: Ranking: Priority Inbox

Works Cited

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Tags: Drew Conway, John White, Machine, Learning, Email