Natural Language Processing:A Machine Learning Perspective

Natural Language Processing (A Machine Learning Perspective)
by: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: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

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