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Learning R Programming

R is a programming language is widely used by data scientists and major corporations like Google, Airbnb, Facebook etc. for data analysis. This is a complete course on R for beginners and covers basics to advance topics like machine learning algorithm, linear regression, time series, statistical inference etc.

Introduction

What is R Programming Language? Introduction & Basics

How to Download & Install R, RStudio, Anaconda on Mac or Windows

R Data Types, Arithmetic & Logical Operators with Example

R Matrix Tutorial: Create, Print, add Column, Slice

Factor in R: Categorical & Continuous Variables

Data Preparation

R Data Frame: Create, Append, Select, Subset

List in R: Create, Select Elements with Example

R Sort a Data Frame using Order()

R Dplyr Tutorial: Data Manipulation(Join) & Cleaning(Spread)

Merge Data Frames in R: Full and Partial Match

Functions in R Programming (with Example)

R- Programming

IF, ELSE, ELSE IF Statement in R

For Loop in R with Examples for List and Matrix

While Loop in R with Example

apply(), lapply(), sapply(), tapply() Function in R with Examples

Import Data into R: Read CSV, Excel, SPSS, Stata, SAS Files

How to Replace Missing Values(NA) in R: na.omit & na.rm

R Exporting Data to Excel, CSV, SAS, STATA, Text File

Correlation in R: Pearson & Spearman with Matrix Example

R Aggregate Function: Summarise & Group_by() Example

R Select(), Filter(), Arrange(), Pipeline with Example

Data Analysis

Scatter Plot in R using ggplot2 (with Example)

How to make Boxplot in R (with EXAMPLE)

Bar Chart & Histogram in R (with Example)

T Test in R: One Sample and Paired (with Example)

R ANOVA Tutorial: One way & Two way (with Examples)

Machine Learning

R Simple, Multiple Linear and Stepwise Regression [with Example]

Decision Tree in R with Example

R Random Forest Tutorial with Example

Generalized Linear Model (GLM) in R with Example

K-means Clustering in R with Example

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