Deep learning for natural language processing : (Record no. 46267)

MARC details
000 -LEADER
fixed length control field 03015nam a22003371i 4500
003 - CONTROL NUMBER IDENTIFIER
control field UkCbUP
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251204105336.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 201127s2024||||enk o ||1 0|eng|d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781009026222
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781316515662
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781009012652
041 ## - LANGUAGE CODE
Language English
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.35
Edition number 23
Item number SUD
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Surdeanu, Mihai,
245 10 - TITLE STATEMENT
Title Deep learning for natural language processing :
Remainder of title a gentle introduction /
Statement of responsibility, etc Mihai Surdeanu, Marco Antonio Valenzuela-Escárcega.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc United Kingdom :
Name of publisher, distributor, etc Cambridge University Press, Cambridge,
Date of publication, distribution, etc 2024.
300 ## - PHYSICAL DESCRIPTION
Extent xviii, 325 pages :
Other physical details illustrations ;
Dimensions 24 cm.
505 ## - FORMATTED CONTENTS NOTE
Contents Introduction<br/>The perceptron<br/>Logistic regression<br/>Implementing text classification using perceptron and logistic regression<br/>Feed-forward neural networks<br/>Best practices in deep learning<br/>Implementing text classification with feed-forward networks<br/>Distributional hypothesis and representation learning<br/>Implementing text classification using word embeddings<br/>Recurrent neural networks<br/>Implementing part-of-speech tagging using recurrent neural networks<br/>Contextualized embeddings and transformer networks<br/>Using transformers with the hugging face library<br/>Encoder-decoder methods<br/>Implementing encoder-decoder methods<br/>Neural architectures for natural language processing applications<br/>Appendices: Overview of the Python language and key libraries ; Character encodings: ASCII and Unicode
520 ## - SUMMARY, ETC.
Summary, etc Deep 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 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Natural language processing (Computer science)
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Valenzuela-Escárcega, Marco Antonio,
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ezproxy.lib.gla.ac.uk/login?url=https://doi.org/10.1017/9781009026222">https://ezproxy.lib.gla.ac.uk/login?url=https://doi.org/10.1017/9781009026222</a>
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type General Books
100 1# - MAIN ENTRY--PERSONAL NAME
Relator term author.
506 ## - RESTRICTIONS ON ACCESS NOTE
Terms governing access Access restricted to subscribing institutions.
700 1# - ADDED ENTRY--PERSONAL NAME
Relator term author.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
International Standard Book Number 9781316515662.
856 40 - ELECTRONIC LOCATION AND ACCESS
Public note Connect to resource
907 ## - LOCAL DATA ELEMENT G, LDG (RLIN)
a .b4134490x
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Location Shelving location Date of Cataloging Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Generalia 04/12/2025   006.35 SUD 54744 04/12/2025 04/12/2025 General Books