Natural Language Processing – Principles, Methods and Applications
Author:
WANG Zhili, LEI Pengbin, WU Yufan
ISBN:9787302617747
Date of publication:2023.03.01
This book systematically explains the fundamentals of natural language processing (NLP) and advanced knowledge related to advanced NLP model applications. The book consists of 11 chapters: Chapters 1-5 cover the basics of NLP, and Chapters 6-11 apply NLP knowledge to practical scenarios. The book primarily introduces pre-trained models, text classification, machine reading comprehension, named entity recognition, text generation, model distillation and pruning, loss functions, and so on. The book contains numerous application examples, enabling readers not only to grasp theoretical knowledge but also to apply it flexibly. The examples in the book are developed based on the Linux and PyTorch environments, so readers can learn PyTorch framework techniques while studying NLP concepts. With co...