Neural networks, the sophisticated systems of artificial intelligence, have transformed fields from autonomous driving. Yet, their functional mechanisms remain a puzzling black box. This article aims to shed light on these neural networks, exploring their structure and the process of training. We'll journey through the layers of a neural network, u