Research in collaboration with medical doctors for patient data analysis using machine learning has a high impact on public health for the vision of Digitalization in Health Care. Medical care givers such as doctors and nurses need to take important decisions based on observed patient data. Often the data is complex. Therefore, our objective is to use machine learning for assisting the decision of medical caregivers. We show two concrete examples as postdoc projects: