Some basic theory of finance -- Basic Monte Carlo methods -- Variance reduction techniques -- Simulating the value of options -- Quasi-Monte Carlo multiple integration -- Estimation and calibration -- Sensitivity analysis, estimating derivatives and the Greeks -- Other methods and conclusions