Neural networks, the intricate systems of artificial intelligence, have transformed fields from image recognition. Yet, their inner workings 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, deciphering the role