Machine Learning for Dynamical Systems is a center of excellence advancing artificial intelligence and astrodynamics research. By designing state-of-the-art machine learning models, we enable next-generation spacecraft autonomy in complex dynamical environments and open-source our findings to expedite the rate of adoption within the community.