Videolecture 4. Linear Classification and Regression

1. Logistic regression: theory, from Machine Learning perspective

2. Logistic regression: practice. Beating baselines in the “Alice” competition.

3. Ordinary Least Squares, LASSO, and RIdge: theory.

4. A business case with a regression task – predicting customer Life-Time Value.