Tao Sun studied machine learning and probabilistic graphical models as part of his doctoral research at University of Massachusetts Amherst. He contributed to BirdCast by developing a synthetic data generator for weather-dependent bird migration, and by developing and testing different algorithms for approximate inference in Collective Graphical Models. He also explored scaling inference algorithms to continent-sized problems, as well as other applications and extensions of Collective Graphical Models.