Epidemiologists model the dynamics of epidemics in order to propose control strategies based on pharmaceutical and non-pharmaceutical interventions (contact limitation, lock down, vaccination, etc). Hand-designing such is not trivial because number possible difficulty predict long-term effects. This task can be cast as an optimization problem where state-of-the-art machine learning algorithms d...