Brad's work develops techniques to create autonomous robots that are capable teammates who learn from and collaborate with humans, making people more efficient, capable and safe during task execution. This research combines novel innovations in machine learning and explainable artificial intelligence, providing robots with the ability to learn and generalize skills without programming and to make human-robot teams more powerful than the sums of their parts.