3 Credit Hours
First, this course will cover Ordinary Least Squares regression analysis with various techniques associated with it. Regularization including Ridge regression and LASSO regression will be studied also. Bayesian linear regression will be covered too. The second half of the course will focus on Logistic regression as well as generalized linear models. Other advanced topics including mixed effects models and nonparametric regression models may be covered. The concepts, theories and programming skills of these methods will be studied thoroughly.