Neural networks, the sophisticated architectures of artificial intelligence, have advanced fields from image recognition. Yet, their functional mechanisms remain a puzzling black box. This article aims to penetrate the depths these neural networks, exploring their framework and their learning algorithms. We'll embark on the Generative AI (e.g. laye