Statistical thinking

This unit presents data analysis, statistical modelling and decision-making in the presence of uncertainty, using a computational approach. You will use different frameworks of probability that are helpful for analysing real-world problems. Topics covered will include probability distributions, statistical inference (classical & Bayesian), simulation, permutation and randomisation methods, regression models, decision theory, and model assessment and diagnosis.