I am interested in machine learning in general but my research focuses on developing or adapting methods for contexts where data is scarce. Currently, I am interested in deep transfer learning as a way of overcoming data scarcity and I also plan to study interactive learning in the future.
To evaluate and validate the methods, I work with digital pathology problems. Indeed, those are particularly suited for the task as annotated data is often tedious and expensive to obtain in this domain. I am a part of the Cytomine Research team and I work on a day-to-day basis with the Cytomine application and ecosystem (API, data,...).