First stage is an informal discussion to go through the CV/background and to talk you through the role and organisation. It is aimed to give you a clear picture of the role and the opportunity. Second stage is some questions covering Machine Learning, statistics and mathematics, with a focus on regularisation methods in different ML models. Third stage is a presentation on a previous project.