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Natural Language Processing: A Machine Learning Perspective

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Autor:	Yue Zhang, Zhiyang Teng
Lehekülgede arv:	484
Ilmumisaasta:	2021
Kauba ID:	13629926

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Toote kirjeldus: Natural Language Processing: A Machine Learning Perspective

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.

Üldine tooteinfo: Natural Language Processing: A Machine Learning Perspective

Kauba ID:	13629926
Kategooria:	Majandusalased raamatud
Tootepakendite arv:	1 tk.
Paki suurus ja kaal (1):	0,4 x 0,3 x 0,1 m, 0,65 kg
Kirjastus:	Cambridge University Press
Raamatu keel:	Inglise keel
Kaane tüüp:	Kõva
Vorming:	Traditsiooniline raamat
Tüüp:	Infotehnoloogia
Raamat väljavõttega:	Ei
Autor:	Yue Zhang, Zhiyang Teng
Lehekülgede arv:	484
Ilmumisaasta:	2021

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