Stochastic Control and Machine Learning M2

Undergraduate course, Master El Karoui, 2026

A course about numerical algorithms to solve stochastic control problems.

Global organisation

I teach the lab sessions of the course Stochastic Control and Machine Learning taught at M2PF (Master El Karoui). The course is structured around 3 parts :

  • Deep Learning for PDE solvers.
  • Reinforcement learning for stochastic control problems.
  • Generative AI for data generation.

The content of the course is presented in the following page where the lab sessions and some course reminders are presented.