This course will introduce students to the statistical methods suitable for analysing large observational data, data constructed from multiple institutional databases, webbased data, and any data that may benefit from nonclassical approaches. The theory will be presented as an extension of classical tools such as linear and logistic regression, parametric hypothesis testing, multivariate Gaussian theory, to make it more intuitive and accessible.