Neural networks, the intricate 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 structure and how they learn. We'll venture into the layers of a neural network, understanding the rol