Details Last Updated: 23 August 2019 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