Big Data Analysis with Revolution R Enterprise
Open Course Description
Revolution R Enterprise allows R users to process, visualize, and model terabyte-class data sets at a fraction of the time of legacy products without requiring expensive or specialized hardware. Introductory course for accomplished R users to experience the functionality of Revolution R Enterprise.
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Chapter 1: Introduction
Introduction to the RevoScaleR package that ships with Revolution R Enterprise. We discuss the challenges associated with dealing with Big Data and how the functions and algorithms in RevoScaleR address them.
Chapter 2: Data Exploration
Intro to the RevoScaleR functions used to explore large datasets. Learn how to use these functions to summarize, cross-tabulate, and visualize variables in large datasets.
Chapter 3: Data Manipulation
Get introduced to the RevoScaleR functions used to manipulate and transform large datasets. Perform simple and complex transformations, and experiment with these via interactive exercises.
Chapter 4: Data Analysis
Learn about the RevoScaleR functions used to analyze large datasets. Use these functions to perform analyses such as linear and logistic regression, k-means clustering, and decision tree estimation.