Neural networks, the complex systems of artificial intelligence, have advanced fields from image recognition. Yet, their functional mechanisms remain a elusive black box. This article aims to shed light on these neural networks, exploring their framework and their learning algorithms. We'll embark on the layers of a neural network, deciphering the