Neural networks, the intricate systems of artificial intelligence, have advanced fields from natural language processing. Yet, their inner workings remain a elusive black box. This article aims to uncover the secrets of these neural networks, exploring their organization and their learning algorithms. We'll embark on the layers of a neural network,