Singular Perturbation Theory deals with mathematical problems featuring small parameters that cause sudden shifts or boundary layers in solutions as these parameters approach zero. This theory is crucial in developing approximations and understanding the behavior of solutions, especially in complex dynamical systems and differential equations.