I'm interested in tools and methods that enable domain experts to rapidly build and modify machine learning models. I'm most passionate about medical application of machine learning, where obtaining large-scale, expert-labeled training data is a significant challenge. My research focuses on weakly supervised machine learning, training foundation models for medicine, and methods for data-centric AI.