Neural networks, the intricate systems of artificial intelligence, have advanced fields from autonomous driving. Yet, their inner workings remain a puzzling black box. This article aims to penetrate the depths these neural networks, exploring their organization and how they learn. We'll venture into the layers of a neural network, interpreting the