Neural networks, the sophisticated systems of artificial intelligence, have advanced fields from autonomous driving. Yet, their functional mechanisms remain a elusive black box. This article aims to shed light on these neural networks, exploring their organization and how they learn. We'll journey through the layers of a neural network, understandi