Natural Language Processing: A Machine Learning Perspective - Hardcover

Zhang, Yue; Teng, Zhiyang

 
9781108420211: Natural Language Processing: A Machine Learning Perspective
Hardcover
ISBN 10: 1108420214 ISBN 13: 9781108420211
Verlag: Cambridge University Press, 2021

Inhaltsangabe

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.

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Über die Autorinnen und Autoren

Yue Zhang is an associate professor at Westlake University. Before joining Westlake, he worked as a research associate at the University of Cambridge and then a faculty member at Singapore University of Technology and Design. His research interests lie in fundamental algorithms for NLP, syntax, semantics, information extraction, text generation, and machine translation. He serves as an action editor for TACL, and as area chairs of ACL, EMNLP, COLING, and NAACL. He gave several tutorials at ACL, EMNLP and NAACL, and won a best paper award at COLING in 2018.

Zhiyang Teng is currently a postdoctoral research fellow in the natural language processing group of Westlake University, China. He obtained his Ph.D. from Singapore University of Technology and Design (SUTD) in 2018, and his Master's from the University of Chinese Academy of Science in 2014. He won the best paper award at CCL/NLP-NABD 2014, and published conference papers for ACL/TACL, EMNLP, COLING, NAACL, and TKDE. His research interests include syntactic parsing, sentiment analysis, deep learning, and variational inference.

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Verlag
Cambridge University Press
Erscheinungsdatum
2021
Sprache
Englisch
ISBN 10 
1108420214
ISBN 13 
9781108420211
Einband
Tapa dura
Anzahl der Seiten
484
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Frankreich