1. Introduction 2. Multivariate Normal Distribution and its Parameter Estimation 3. Hypothesis Testing of Parameters of Multivariate Normal Distribution 4. Multiple Linear Regression 5 Non-linear Regression 6. Generalized Linear Model 7. Logistic Regression 8. Survival Analysis 9. Principal Component Analysis 10. Factor Analysis 11 Structural Equation Model 12. Cluster Analysis 13. Discriminant Analysis 14. Canonical Correlation Analysis