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 framework and how they learn. We'll venture into the layers of a neural network, interpreting the