Neural networks, the sophisticated systems 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 structure and their learning algorithms. We'll journey through the layers of a