We are looking for a highly creative and motivated PhD candidate to join the Data Mining Group at Eindhoven University of Technology. The candidate will be supervised by Dr. Vlado Menkovski, PI of the project and work within the Immuno-engineering research program, which is a collaboration with the department of Biomedical Engineering. Machine Learning models, particularly deep neural networks, have shown outstanding capabilities to deliver accurate prediction in high dimensional settings [1, 2]. However, the goal of the scientific inquiry goes beyond prediction and aims at explanations that can be integrated with the existing knowledge. In the context of data-driven scientific discovery, there are certain unique challenges.