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 |
| 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) |
| 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 |
| 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) |
| 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 |
| 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 |
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