Neural networks, the complex architectures of artificial intelligence, have advanced fields from autonomous driving. Yet, their inner workings remain a cryptic black box. This article aims to penetrate the depths these neural networks, exploring their structure and how they learn. We'll journey through the layers of a neural network, understanding