Neural networks, the complex architectures of artificial intelligence, have transformed fields from autonomous driving. Yet, their inner workings remain a puzzling black box. This article aims to shed light on these neural networks, exploring their structure and their learning algorithms. We'll journey through the layers of a neural network, interp