Neural networks, the sophisticated architectures of artificial intelligence, have advanced fields from natural language processing. Yet, their decision-making processes remain a puzzling black box. This article aims to penetrate the depths these neural networks, exploring their organization and how they learn. We'll embark on the layers of a neural