Neural networks, the intricate architectures of artificial intelligence, have revolutionized fields from natural language processing. Yet, their functional mechanisms remain a cryptic 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,