Neural networks, the sophisticated designs of artificial intelligence, have revolutionized fields from autonomous driving. Yet, their inner workings remain a cryptic black box. This article aims to penetrate the depths these neural networks, exploring their organization and the process of training. We'll embark on the layers of a neural network, in