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
| Tutorial | What is R Programming? Introduction & Basics |
| Tutorial | How to Download and Install R, RStudio, Anaconda on Mac/Windows |
| Tutorial | R Data Types & Operator |
| Tutorial | R Matrix Tutorial: Create, Print, add Column, Slice |
| Tutorial | What is Factor in R? Categorical & Continuous |
| Tutorial | R Data Frames: Create, Append, Select, Subset |
| Tutorial | Lists in R: Create, Select [Example] |
| Tutorial | R Sort a Data Frame using Order |
| Tutorial | R Dplyr Tutorial: Merge, Join, Spread |
| Tutorial | Merge Data Frames in R: Full and Partial Match |
| Tutorial | Functions in R Programming [with Example] |
| Tutorial | IF, ELSE, ELIF Statement in R |
| Tutorial | For Loop in R with Examples for List and Matrix |
| Tutorial | While Loop in R with Example |
| Tutorial | apply(), sapply(), tapply() in R with Examples |
| Tutorial | Import Data into R: Read CSV, Excel, SPSS, Stata, SAS Files |
| Tutorial | Replace Missing Values(NA) in R |
| Tutorial | R Exporting Data to CSV, Excel, SAS, STATA, and Text File |
| Tutorial | Pearson, Spearman Correlation in R and Correlation Matrix |
| Tutorial | R Aggregate Function: Summarise & Group_by() [Example] |
| Tutorial | R Select(), Filter(), Arrange(), Pipeline [Example] |
| Tutorial | Scatter plot with ggplot2 [Examples] |
| Tutorial | How to make Boxplot in R (with EXAMPLE) |
| Tutorial | Bar Chart & Histogram in R [Examples] |
| Tutorial | T-Test in R: One-Sample and Paired [Example] |
| Tutorial | R ANOVA Tutorial: One-way & Two-way [with Examples] |
| Tutorial | R Simple, Multiple Linear and Stepwise Regression [with Example] |
| Tutorial | Decision Trees in R with Example |
| Tutorial | R Random Forest Tutorial [Examples] |
| 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? |