The goal of the project is to evaluate if healthcare personnel scheduling, a constrained optimisation problem, can be solved approximatively using reinforce learned methods. By grouping constraints placed on the scheduling solution by structure, each constraint structure can be learned individually and combined (also learnt) to give a final solution.