Training Summary

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.

What should I know?


Basic knowledge of statistical concept is a plus.

Course Syllabus

Introduction
Tutorial What is R Programming Language? Introduction & Basics
Tutorial How to Download & Install R, RStudio, Anaconda on Mac or Windows
Tutorial R Data Types, Arithmetic & Logical Operators with Example
Tutorial R Matrix Tutorial: Create, Print, add Column, Slice
Tutorial Factor in R: Categorical & Continuous Variables
Data Preparation
Tutorial R Data Frame: Create, Append, Select, Subset
Tutorial List in R: Create, Select Elements with Example
Tutorial R Sort a Data Frame using Order()
Tutorial R Dplyr Tutorial: Data Manipulation(Join) & Cleaning(Spread)
Tutorial Merge Data Frames in R: Full and Partial Match
Tutorial Functions in R Programming (with Example)
Programming
Tutorial IF, ELSE, ELSE IF Statement in R
Tutorial For Loop in R with Examples for List and Matrix
Tutorial While Loop in R with Example
Tutorial apply(), lapply(), sapply(), tapply() Function in R with Examples
Tutorial Import Data into R: Read CSV, Excel, SPSS, Stata, SAS Files
Tutorial How to Replace Missing Values(NA) in R: na.omit & na.rm
Tutorial R Exporting Data to Excel, CSV, SAS, STATA, Text File
Tutorial Correlation in R: Pearson & Spearman with Matrix Example
Tutorial R Aggregate Function: Summarise & Group_by() Example
Tutorial R Select(), Filter(), Arrange(), Pipeline with Example
Data Analysis
Tutorial Scatter Plot in R using ggplot2 (with Example)
Tutorial How to make Boxplot in R (with EXAMPLE)
Tutorial Bar Chart & Histogram in R (with Example)
Tutorial T Test in R: One Sample and Paired (with Example)
Tutorial R ANOVA Tutorial: One way & Two way (with Examples)
Machine Learning
Tutorial R Simple, Multiple Linear and Stepwise Regression [with Example]
Tutorial Decision Tree in R with Example
Tutorial R Random Forest Tutorial with Example
Tutorial Generalized Linear Model (GLM) in R with Example
Tutorial K-means Clustering in R with Example
Check!
Tutorial R Vs Python: What’s the Difference?
Tutorial SAS vs R: What's the Difference?
Tutorial Top 18 R Programming Interview Questions & Answers
Tutorial R Programming Tutorial PDF