GLMs

Hands-on machine learning in R

Hands-on workshop teaching statistical learning methods, tree-based machine learning and deep learning methods with R.

Machine learning for insurance pricing

Insurance pricing with GLMs, GAMs and tree-based machine learning methods, construction of a GLM as a global surrogate for a more complex predictive model, the distRforest and maidrr packages

Sparsity with multiple types of features

Development of the SMuRF algorithm for the construction of sparse GLMs with muli-type features