Neural networks, the complex architectures of artificial intelligence, have advanced fields from autonomous driving. Yet, their functional mechanisms remain a puzzling black box. This article aims to uncover the secrets of these neural networks, exploring their organization and how they learn. We'll venture into the layers of a neural network, unde