This is a short video clip by Dr Raj Gopalan, to show how advanced machine learning models can be used to predict acute and chronic clinical conditions, and how they could provide clinical insight, that would help clinicians to intervene proactively, to reduce mortality, morbidity, length of stay and readmission.