Machine learning in finance

Machine learning, and more specifically deep learning methods, offer a new and powerful perspective for solving challenging problems in quantitative finance, and the last years have seen important and successful developments in this area. We pursue this research direction by studying the following applications: 

• Hedging and risk management

• Optimal trading by deep reinforcement learning

• Generative models for time series and market simulators