Neural networks, the intricate designs of artificial intelligence, have transformed fields from natural language processing. Yet, their functional mechanisms remain a cryptic black box. This article aims to penetrate the depths these neural networks, exploring their framework and their learning algorithms. We'll venture into the layers of a neural