Neural networks, the sophisticated designs of artificial intelligence, have transformed fields from autonomous driving. Yet, their functional mechanisms remain a cryptic black box. This article aims to uncover the secrets of these neural networks, exploring their organization and how they learn. We'll journey through the layers of a neural network,