The aim of this pre-sessional course is to provide students with the essential mathematical background for the core courses in the MSc PSPE programme. The course will cover key concepts in algebra (definition of function, derivation, limits), maximization problems (constrained and unconstrained, Envelop and Implicit Function Theorems), and some notions of probability (Bayes' rule, random variables).