Advanced Statistics Module IV: Machine Learning

This graduate module focuses on using advanced machine learning techniques to model nonparametric data with complex, high-dimensional associations commonly found in cognitive and psychological research. The course covers a variety of algorithms and models, including ensemble methods, regularized regression, decision trees, and social network models. Emphasis will be placed on understanding the strengths and limitations of different machine learning approaches in the context of psychological and cognitive phenomena.