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