The field of neural network education is undergoing a significant shift 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 adjustment process itself within the neural architecture. This allows for a