Neural networks, the sophisticated systems of artificial intelligence, have transformed fields from natural language processing. Yet, their functional mechanisms remain a puzzling black box. This article aims to penetrate the depths these neural networks, exploring their structure and how they learn. We'll embark on the layers of a neural network,