The course introduces a mathematical modelling of financial markets and based on this formulation studies the problems of market risk measuring and hedging, and portfolio construction. Important aspects related to the practical application and implementation of these concepts will be highlighted The course is essentially quantitative in nature and builds on several mathematical (probability, statistics optimisation, linear algebra, ...) and numerical (programming in Python) tools.