Neural networks, the sophisticated systems of artificial intelligence, have revolutionized fields from natural language processing. Yet, their decision-making Deep Learning processes remain a puzzling black box. This article aims to shed light on these neural networks, exploring their organization and how they learn. We'll venture into the layers o