Introduction
• Introduction
Introduction to R
• Lesson 1: Introduction to R
• Practice 1-1: Setting the R Programming Environment
• Practice 1-2: Installing the R-package
• Practice 1-3: Creating and Running the First R Script
• Quiz on Introduction to R
Variables and Data Types in R
• Lesson 2: Variables and Data Types in R
• Practice 2-1:Implementing user defined function by using modules and packages
• Practice 2-2: Working with Vector, List, Matrix, Array, Factor and Data Frame
• Quiz on Variables and Data Types in R
Operators, Decision Making Structures and Loops in R
• Lesson 3: Operators, Decision Making Structures and Loops in R
• Practice 3-1: Working with Various Operators in R
• Practice 3-2: Decision Statements in R
• Practice 3-3: Loop Statements in R
• Quiz on Operators, Decision Making Structures and Loops in R
Working with R functions
• Lesson 4: Working with R functions
• Practice 4-1: Create User Defined Function
• Quiz on Working with R functions
Import and Export Data from Datasources
• Lesson 5: Import and Export Data from Datasources
• Practice 5-1: Read and Write Data from and to CSV, Binary, XML & EXCEL
• Practice 5-2: Read data from JSON File
• Practice 5-3: Connect to MYSQL Database and Perform Database Operations
• Quiz on Import and Export Data from Datasources
Data Visualization using R
• Lesson 6: Data Visualization using R
• Practice 6-1: Plot different types of Charts
• Quiz on Data Visualization using R
Statistical Functions in R
• Lesson 7: Statistical Functions in R
• Practice 7-1: Creating Time Series Analysis with a Use Case
• Practice 7-2: Compute Mean, Median and Mode for a Vector
• Practice 7-3: Using Predict Function with Linear Regression
• Practice 7-4: Creating Binomial Distribution considering a sequence
• Quiz on Statistical Functions in R
Machine Learning in R
• Lesson 8: Introduction to Machine Learning in R
• Quiz on Machine Learning in R