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Cambridge University Press Natural Language Processing: A Machine Learning Perspective

Name: Natural Language Processing: A Machine Learning Perspective
Brand: Cambridge University Press
Price: 52.21 GBP
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AI & Machine Learning

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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.

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Natural Language Processing: A Machine Learning Perspective

Product type: ABIS_BOOK

Brand: Cambridge University Press

Product Specifications

Brand: Cambridge University Press
Format: hardcover
ASIN: 1108420214
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 07 January 2021
Listed Since: 25 June 2020

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Cambridge University Press Natural Language Processing: A Machine Learning Perspective

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