finelybook
Natural Language Processing (A Machine Learning Perspective)
by 作者: Yue Zhang
Publisher Finelybook 出版社: Cambridge University Press; 1st edition (February 1,1921)
Language 语言: English
ISBN-10 书号: 1108420214
pages 页数: 484 pages
ISBN-13 书号: 9781108420211
Book Description
With a machine learning approach and less focus on linguistic details,this gentle introduction to natural language processing develops fundamental mathematical and deep learning models for NLP under a unified framework. NLP problems are systematically organised by 作者: their machine learning nature,including classification,sequence labelling,and sequence-to-sequence problems. Topics covered include statistical machine learning and deep learning models,text classification and structured prediction models,generative and discriminative models,supervised and unsupervised learning with latent variables,neural networks,and transition-based methods. Rich connections are drawn between concepts throughout the book,equipping students with the tools needed to establish a deep understanding of NLP solutions,adapt existing models,and confidently develop innovative models of their own. Featuring a host of examples,intuition,and end of chapter exercises,plus sample code available as an online resource,this textbook is an invaluable tool for the upper undergraduate and graduate student.
Natural Language Processing A Machine Learning Perspective 9781108420211.zip: https://url96.ctfile.com/f/15081096-482068108-eff156
