With the development of AI technology, natural language processing (NLP) has shown great potential in many fields, such as machine translation, automatic speech recognition, sentiment analysis, intelligent customer service, etc. This paper sorts out the basic methods of NLP, explores the role of deep learning in it, discusses the combined application of big data and NLP in detail, and analyzes the performance of pre-trained models and their practical applications in the field of e commerce.