Beginning Data Science in R

Beginning Data Science in R
PDF, ePUB

Book Description
Discover best practices for data analysis and software development in R and start on the path to becoming a fully-fledged data scientist. This book teaches you techniques for both data manipulation and visualization and shows you the best way for developing new software packages for R.

Beginning Data Science in R details how data science is a combination of statistics, computational science, and machine learning. You’ll see how to efficiently structure and mine data to extract useful patterns and build mathematical models. This requires computational methods and programming, and R is an ideal programming language for this. 

This book is based on a number of lecture notes for classes the author has taught on data science and statistical programming using the R programming language. Modern data analysis requires computational skills and usually a minimum of programming. 

What You Will Learn
  • Perform data science and analytics using statistics and the R programming language
  • Visualize and explore data, including working with large data sets found in big data
  • Build an R package
  • Test and check your code
  • Practice version control
  • Profile and optimize your code
Who This Book Is For
Those with some data science or analytics background, but not necessarily experience with the R programming language.

Content

Chapter 1: Introduction to R Programming
Chapter 2: Reproducible Analysis 
Chapter 3: Data Manipulation 
Chapter 4: Visualizing Data 
Chapter 5: Working with Large Datasets 
Chapter 6: Supervised Learning 
Chapter 7: Unsupervised Learning 
Chapter 8: More R Programming 
Chapter 9: Advanced R Programming 
Chapter 10: Object Oriented Programming 
Chapter 11: Building an R Package 
Chapter 12: Testing and Package Checking 
Chapter 13: Version Control 
Chapter 14: Profiling and Optimizing 

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