I will be your statistical modelling tutor

I will teach you Statistical Modelling in the following areas:

i) Principles of Statistical Modelling.

• How models are used
• Modelling the benefits and limitations
• Stochastic and Deterministic models.
• Discrete and Continuous states and time.
• Analyzing the output of the model.
• Sensitivity testing.

ii) Simple Linear Regression Model.

• Least Squares Estimation
• Properties of Estimators.
• The ANOVA Table
• Inference about the regression parameters.
• Matrix approach to SLR
• Maximum Likelihood Estimation. (MLE)

iii) Multiple Linear Regression Model.

iv) Model Building.

• Using F test to delete variables.
• All subsets regression.
• Automatic methods of model selection (Backwards elimination, Forward elimination, Stepwise regression, Akaike's Information Criterion (AIC)

v) Non-linear Models.

vi) Bayesian Models

vii)Conditional and Marginal inference