Research Projects A model-constrained Discontinuous Galerkin Network (DGNet) for Solving Compressible Euler equations TNet: A Model-Constrained Tikhonov Network Approach for Inverse Problems mcTangent: A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems DIAS: A Data-Informed Active Subspace Regularization Framework for Inverse Problems