Introduction: The Quest for Optimal Neural Network Performance In the relentless pursuit of artificial intelligence that mirrors, and perhaps one day surpasses, human capabilities, neural networks stand as a cornerstone. However, building a neural network is only half the battle. Achieving optimal deep learning performance requires a deep understanding of various optimization techniques. This article