Neural networks, the sophisticated designs of artificial intelligence, have advanced fields from image recognition. Yet, their decision-making processes remain a elusive black box. This article aims to uncover the secrets of these neural networks, exploring their structure and the process of training. We'll embark on the layers of a neural network,