Machine Learning with R Cookbook

Explore over 110 recipes to analyze data and build predictive models with the simple and easy-to-use R code

Machine Learning with R Cookbook

Yu-Wei, Chiu (David Chiu)

Explore over 110 recipes to analyze data and build predictive models with the simple and easy-to-use R code
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Book Details

ISBN 139781783982042
Paperback442 pages

Book Description

The R language is a powerful open source functional programming language. At its core, R is a statistical programming language that provides impressive tools to analyze data and create high-level graphics.

This book covers the basics of R by setting up a user-friendly programming environment and performing data ETL in R. Data exploration examples are provided that demonstrate how powerful data visualization and machine learning is in discovering hidden relationships. You will then dive into important machine learning topics, including data classification, regression, clustering, association rule mining, and dimension reduction.

Table of Contents

What You Will Learn

  • Create and inspect the transaction dataset, performing association analysis with the Apriori algorithm
  • Visualize patterns and associations using a range of graphs and find frequent itemsets using the Eclat algorithm
  • Compare differences between each regression method to discover how they solve problems
  • Predict possible churn users with the classification approach
  • Implement the clustering method to segment customer data
  • Compress images with the dimension reduction method
  • Incorporate R and Hadoop to solve machine learning problems on big data

Authors

Table of Contents

Book Details

ISBN 139781783982042
Paperback442 pages
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