Deep Learning and Statistical Learning

An advanced course connecting statistical and machine learning with the numerical methods used to price and hedge financial derivatives. Students examine cross-validation, dimensionality reduction, and clustering alongside neural networks and random forests, together with simulation, optimization, and stochastic models that incorporate jumps.