This course explores how AI improves risk management in trading and investing by analyzing the impact of transactions, the role of backtesting, and the importance of asset dependencies. Students will study reinforcement learning for intraday risk control and synthetic data-based approaches for hedging and valuing derivatives. Deep hedging and fast pricing techniques will be presented, as well as extreme risk estimation, in order to highlight their pro and cons.