Neural networks, the intricate architectures of artificial intelligence, have advanced fields from image recognition. Yet, their functional mechanisms remain a cryptic black box. This article aims to uncover the secrets of these neural networks, exploring their framework and their learning algorithms. We'll embark on the layers of a neural network,