Basic
- Overview
- Environment Setup
- Basic Syntax
- Data Types
- Variables
- Operators
- Decision Making
- Loops
- Functions
- Strings
- Vectors
- Lists
- Matrices
- Arrays
- Factors
- Data Frames
- Packages
- Data Reshaping
Data Interfaces
- CSV Files
- Excel Files
- Binary Files
- XML Files
- JSON Files
- Web Data
- Database
Charts & Graphs
- Pie Charts
- Bar Charts
- Boxplots
- Histograms
- Line Graphs
- Scatterplots
Statistics Examples
- Mean, Median & Mode
- Linear Regression
- Multiple Regression
- Logistic Regression
- Normal Distribution
- Binomial Distribution
- Poisson Regression
- Analysis of Covariance
- Time Series Analysis
- Nonlinear Least Square
- Decision Tree
- Random Forest
- Survival Analysis
- Chi Square Tests