Neural networks, renowned for their ability to mimic human cognition, are often characterized as enigmatic black boxes. Their intricate architectures and complex operations conceal the underlying mechanisms that drive their extraordinary performance. Unraveling this mystery demands a meticulous exploration of the fundamental principles governing th