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020 _a9781009026222 (ebook)
020 _z9781316515662 (hardback)
020 _z9781009012652 (paperback)
040 _aUkCbUP
_beng
_erda
_cUkCbUP
050 4 _aQA76.9.N38
_bS87 2024
082 0 4 _a006.35
_223
100 1 _aSurdeanu, Mihai,
_eauthor
245 1 0 _aDeep learning for natural language processing :
_ba gentle introduction /
_cMihai Surdeanu, Marco Antonio Valenzuela-Esc©Łrcega
264 1 _aCambridge :
_bCambridge University Press,
_c2024
300 _a1 online resource (xviii, 325 pages)
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
500 _aTitle from publisher's bibliographic system (viewed on 02 Feb 2024)
506 _aAvailable to OhioLINK libraries
520 _aDeep Learning is becoming increasingly important in a technology-dominated world. However, the building of computational models that accurately represent linguistic structures is complex, as it involves an in-depth knowledge of neural networks, and the understanding of advanced mathematical concepts such as calculus and statistics. This book makes these complexities accessible to those from a humanities and social sciences background, by providing a clear introduction to deep learning for natural language processing. It covers both theoretical and practical aspects, and assumes minimal knowledge of machine learning, explaining the theory behind natural language in an easy-to-read way. It includes pseudo code for the simpler algorithms discussed, and actual Python code for the more complicated architectures, using modern deep learning libraries such as PyTorch and Hugging Face. Providing the necessary theoretical foundation and practical tools, this book will enable readers to immediately begin building real-world, practical natural language processing systems
650 0 _aNatural language processing (Computer science)
650 0 _aMachine learning
700 1 _aValenzuela-Esc©Łrcega, Marco Antonio,
_eauthor
710 2 _aOhio Library and Information Network
776 0 8 _iPrint version:
_z9781316515662
856 4 0 _3Cambridge University Press
_zConnect to resource
_uhttps://www.cambridge.org/core/product/identifier/9781009026222/type/BOOK
856 4 0 _3Cambridge University Press
_zConnect to resource (off-campus)
_uhttps://go.ohiolink.edu/goto?url=https://www.cambridge.org/core/product/identifier/9781009026222/type/BOOK
942 _2ddc
_cBK
_n0
999 _c490255
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