We create scalable, interactive, and interpretable tools that amplify human's ability to understand and interact with billion-scale data and machine learning models. Our current research thrusts: human-centered AI (safe, interpretable, trustworthy AI; adversarial ML; inclusive AI); large graph visualization and mining; cybersecurity; and social good (health, energy).