My research in Scientific Human-Cenetered AI aims to solve problems intersecting machine learning, human-computer interaction, and scientific computing, by using a strong principled basis in both mathematical and human centered principles to actualize the potential of new technologies by deep collaboration with scientists developing tools with usability, interpretability, and real scientiifc impact.