Neural networks, the complex architectures of artificial intelligence, have revolutionized fields from autonomous driving. Yet, their functional mechanisms remain a puzzling black box. This article aims to shed light on these neural networks, exploring their structure and their learning algorithms. We'll embark on the layers of a neural network, de