My current research interests roughly lie on the intersection of machine learning, algorithmic design, and AI applications in healthcare. More specifically, I am interested in (1) the design of learning algorithms that are able to construct explanations for their predictions in terms of high-level concepts and (2) the broad applications that said algorithms may have in scenarios where transparency is not an option (such as in healthcare).
Research
- Explainable Artificial Intelligence (XAI)
- Deep Neural Networks
- Concept-based Explainability
