R Programming

Introduction to R for Data Science

• Introduction to Data Science

• R Vs Python

• Basics of R

• Math and Variables

• Vectors and Factors

• Vector operations

RStudio Basics

• Introduction to R Studio

• RStudio Editor

• Keyboard shortcuts

• RStudio Diagnostics

4 R programming fundamentals

• Conditions and loops

• Functions in R

• Objects and Classes

• Debugging

Data structures in R

• Arrays & Matrices

• Lists

• Dataframes

Working with data in R

• Reading various types of files in R

• Data Import with readr

• Data Transformation with dplyr

• Tidy data with tidyr

Strings and Dates in R

• String operations in R

• Dates and times with lubridate

• Regular Expressions

• Tidy data with tidyr

Exploratory Data Analysis

• Introduction to Exploratory Data Analysis

• Plots & Graphs in R

Basic Modelling

• Introduction to modeling

• Building your first simple model in R

• Visualizing models in R

• Modeling with categorical variables