Siddharth was a visiting graduate student from Aalto University in Helsinki, Finland where he is supervised by Harri Lahdesmaki. Siddharth is currently working on unsupervised deep generative models for clinical data with an aim to build comprehensive models for multi-disease modelling that can analyse bio-bank data at a population-wide scale and covering data from individuals even from birth/early life until disease onset. While in Oxford he will be collaborating with Robin Evans on causal modelling and with George Nicholson on UK Biobank modelling.