The field of neural deep learning instruction is undergoing a significant change with the emergence of Model Parallelism with Explicit Refinement, or MPE. Unlike traditional methods that focus on data or model parallelism, MPE introduces a novel technique by explicitly modeling the optimization process itself within the neural design. This allows f