I am interested in visualization and HCI, particularly as they relate to the development, evaluation, and use of machine learning models. My research takes a human-centered perspective on how the machine learning process can be improved.
SliceLens: Guided Exploration of Machine Learning Datasets
A Survey of Domain Knowledge Elicitation in Applied Machine Learning
Monomoy is a tool for helping domain experts familiarize themselves with and identify unintuitive behavior in machine learning models.
PDPilot is a tool for guiding users in analyzing machine learning models through PDP and ICE plots.