Slides of Prof. Travor Hastie from Stanford can be found here 10778-boost-tjjkey
Missing Data and Classification Trees
For those who are interested : Lecture-MissingData
Lasso, Ridge, Elastic Net
Please check the lecture notes on Lasso estimator, Ridge Estimator as well as Elastic Net estimator. Lasso
More on GLM: Logistic, Poisson, etc
Please check the lecture notes on GLM
Multiple Regression
Here you can find lecture slides on Multiple regression. In this chapter you can learn how to best handle multiple covariates and the meaning of p-values and hypothesis testing in the context of regression (applied regression).