The focus of the course is on the learning modern statistical methodology. R and MATLAB will be used as a language of instruction. The following topics will be covered: general linear model, likelihood estimation methods, nonparametric test procedures, multiple comparisons, false discovery rates, random field theory, permutation tests, logistic regression, longitudinal growth model, mixed effect model, discriminant analysis, multivariate test procedures