Neural networks, the complex systems of artificial intelligence, have revolutionized 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 the process of training. We'll journey through the layers of a neural network, in