I am passionate about, and have 3 years+ experience in mathematical modelling of financial markets with a particular focus on statistical learning algorithms and their application to financial and insurance risk management. My current research projects include:

  • Opening the black-box of deep learning: computation of conditional expectations with numerical guarantees
  • Computation of jointly ellicitable statistical functionals with numerical guarantees
  • Deep Replicating Portfolios
  • Deep Filtering