Neural networks, the complex systems of artificial intelligence, have transformed fields from natural language processing. Yet, their inner workings remain a puzzling black box. This article aims to shed light on these neural networks, exploring their structure and how they learn. We'll embark on the layers of a neural network, deciphering the role