Statistical Modelling with RStudio
Introduction to Statistical Modelling
- Types of Statistical Models (Linear, Non-linear)
- Simple Linear Regression
- Multiple Linear Regression
- Model Assumptions and Diagnostics
- Generalized Linear Models (GLM)
- Logistic Regression
- Poisson Regression
- Mixed-Effects Models (Hierarchical Models)
- Time Series Models (AR, MA, ARMA, ARIMA)
- Survival Analysis Models
- Model Selection and Validation
- Non-Parametric and Semi-Parametric Models
- Bayesian Statistical Modelling
- Applications of Statistical Modellin