Neural networks, the intricate designs of artificial intelligence, have transformed fields from autonomous driving. Yet, their functional mechanisms remain a puzzling black box. This article aims to uncover the secrets of these neural networks, exploring their structure and their learning algorithms. We'll embark on the layers of a neural network,