Abstract : Introduction on models Financial models and stochastic volatility, Gaussian or with jumps Fast stochastic volatility Part 1 Control systems with random parameters and multiple scales The Hamilton-Jacobi-Bellman approach to Singular Perturbations I Tools I Assumptions I A convergence result Applications to finance Part 2 Large deviations for small time to maturity: see also Daria Ghilli's poster tomorrow