Dynamics NL Dynamics w. Diffeomorphism Explore nonlinear dynamics properties without tracking Dynamics in Crab Crossing Explore the challenges of crab crosing in colliders Computation Auto-Diff in beam tracking Project without an image Data Driven Modeling ML Model for Beam Dynamics Apply machine learning in finding transformations to rotation ML based Control Methods Model predictive control enabled by data driven models