Neural networks, the sophisticated architectures of artificial intelligence, have advanced fields from image recognition. Yet, their decision-making processes remain a puzzling black box. This article aims to shed light on these neural networks, exploring their framework and the process of training. We'll embark on the layers of a neural network, i