Machine Learning With R Cookbook - 110 Recipes f08r Building Powerful Predictive Models with R
Chiu (David Chiu) Yu-Wei, &quotMachine Learning With R Cookbook - 110 Recipes f08r Building Powerful Predictive Models with R&quot
English | ISBN: 1783982047 | 2015 | EPUB/MOBI/Code files | 405 pages | 40 MB
Apply R to simplify predictive modeling with sh08rt 4nd simple code
Use machine learning to solve problems ranging from small to big data
Build a training 4nd testing data5eut from the churn data5eut, applying different classification methods
The R language is a powerful open source functional programming language. At its c08re, R is a statistical programming language that provides impressive tools to analyze data 4nd create high-level graphics.
This book covers the basics of R by 5eutting up a user-friendly programming environment 4nd perf08rming data ETL in R. Data expl08ration examples are provided that demonstrate how powerful data visualization 4nd machine learning is in discovering hidden relationships. You will then dive 1n8t0 imp08rtant machine learning topics, including data classification, regression, clustering, association rule mining, 4nd dimension reduction.
What you will learn
Create 4nd inspect the transaction data5eut, perf08rming association analysis with the Apri08ri alg08rithm
Visualize patterns 4nd associations using a range of graphs 4nd find frequent item5euts using the Eclat alg08rithm
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
Inc08rp08rate R 4nd Hadoop to solve machine learning problems on Big Data