Neural networks, the sophisticated systems of artificial intelligence, have advanced fields from image recognition. Yet, their inner workings remain a puzzling black box. This article aims to shed light on these neural networks, exploring their organization and the process of training. We'll embark on the layers of a neural network, deciphering the