THOROUGH REVIEW OF FOUNDATIONAL CONCEPTS AND ADVANCED TECHNIQUES IN
NATURAL LANGUAGE PROCESSING (NLP) AND ITS IMPACT ACROSS SECTORS
Supported by examples and case studies throughout, _Language
Intelligence _provides an in-depth exploration of the latest
advancements in natural language processing (NLP), offering a unique
blend of insight on theoretical foundations, practical applications,
and future directions in the field. Comprised of 10 chapters, this
book provides a thorough understanding of both foundational concepts
and advanced techniques, starting with an overview of the historical
development of NLP and essential mechanisms of Natural Language
Understanding (NLU) and Natural Language Generation (NLG). It delves
into the data landscape crucial for NLP, emphasizing ethical
considerations, and equips readers with fundamental text processing
techniques. The book also discusses linguistic features central to NLP
and explores computational and cognitive approaches that enrich the
field’s advancement. Practical applications and advanced processing
techniques across various sectors like healthcare, legal, finance, and
education are showcased, along with a critical examination of NLP
metrics and methods for evaluation. The appendices offer detailed
explorations of text representation methods, advanced applications,
and Python’s NLP capabilities, aiming to inform, inspire, and ignite
a passion for NLP in the ever-expanding digital universe. Written by a
highly qualified academic with significant research experience in the
field, _Language Intelligence_ covers topics including:
* Fundamental text processing, covering text cleaning, sentence
splitting, tokenization, lemmatization and stemming, stop-word
removal, part-of-speech tagging, and parsing and syntactic analysis
* Computational and cognitive approaches, covering human-like
reasoning, transfer learning, and learning with minimal examples
* Affective, psychological, and content analysis, covering sentiment
analysis, emotion recognition, irony, humour, and sarcasm detection,
and indicators of distress
* Multilingual natural language processing, covering translation and
transliteration, cross-lingual models and embeddings, low-resource
language processing, and cultural nuance and idiom recognition
_Language Intelligence _is an ideal reference for professionals
across sectors and graduate students in related programs of study who
have a foundational understanding of computer science, linguistics,
and artificial intelligence looking to delve deeper into the
intricacies of NLP.
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Expanding Frontiers in Natural Language Processing
Produktdetaljer
ISBN
9781394297276
Publisert
2024
Utgave
1. utgave
Utgiver
Vendor
Wiley-IEEE Press
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter