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Delving beneath the enigmatic realm of deep learning architectures offers a peek into the nuances that power these transformative models. Unveiling the "black box" allows us to understand how these neural networks manipulate information, ultimately leading to accurate predictions and groundbreaking advancements across diverse fields. Furthermore,