Stefan Zohren is an Associate Professorial Research Fellow at Machine Learning Research Group and the Oxford-Man Institute for Quantitative Finance, University of Oxford. He also acts as a consultant for Man Group. Prior to that, Stefan worked on equities market making as a quant researcher/trader at two leading HFT firms in London and coordinated the Quantum Optimisation and Machine Learning project, a joined research project of Oxford University, Nokia Technologies and Lockheed Martin. His background is in theoretical physics, probability theory and statistics. Stefan’s research interests include machine learning applied to finance, particularly market microstructure data, deep learning for time series modelling as well as quantum computing.