Neural networks, the sophisticated designs of artificial intelligence, have advanced fields from image recognition. Yet, their functional mechanisms remain a puzzling black box. This article aims to shed light on these neural networks, exploring their organization and their learning algorithms. We'll venture into the layers of a neural network, dec