Students will learn about more advanced methods of statistical modelling and how to use them correctly. In this course I stress the complementarity of testing hypotheses and graphical exploration of data. I focus on the generalized linear models (GLM), but the other model types are also presented, whether they extend GLMs (loess, GAM, GLMM) or not (classification and regression trees, survival analysis).