Neural networks, the sophisticated designs of artificial intelligence, have transformed fields from natural language processing. Yet, their functional mechanisms remain a elusive black box. This article aims to uncover the secrets of these neural networks, exploring their framework Natural Language Processing (NLP) and the process of training. We'l