
Introduction to Data Science & R Programming

Different Data Types and Structures in R

Importing / Exporting and Manipulating Data

Data Summarization and Transformation

Data Restructure, Loops, Arrays

Data Visualization

Basic Statistics

Hypothesis Testing

Regression Anaysis
 What is Regression?
 Why do we use Regression Analysis?
 How many types of regression techniques do we have?
 Variable Type for different regression techniques
 Different regression equations and suitable algorithms
 Simple vs. Multiple Linear Regression
 Overview of Logistic Regression
 Rsquared, adj. Rsquared, Residuals, RMSE