Neural networks, the intricate designs of artificial intelligence, have transformed 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 how they learn. We'll venture into the layers of a neural network, understanding the role of