Neural networks, the intricate designs of artificial intelligence, have transformed fields from natural language processing. Yet, their functional mechanisms remain a puzzling black box. This article aims to uncover the secrets of these neural networks, exploring their structure and how they learn. We'll Supervised Learning venture into the layers