Neural networks, the sophisticated systems of artificial intelligence, have advanced fields from autonomous driving. Yet, their inner workings remain a cryptic black box. This article aims to shed light on these neural networks, exploring their structure and their learning algorithms. We'll venture into the layers of a neural network, understanding