Statistics
Estimating the state of the economy with finite-mixture models and the EM algorithm
Machine Learning
Regularization: Ridge, Lasso and Elastic Net
A Comparison of Shrinkage and Selection Methods for Linear Regression
Linear Classifiers: An Overview
Non-linear regression: basis expansion, polynomials & splines
Model Selection & Assessment: going beyond the train-val-test split