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Exploring Natural Language Processing with Large Language Models

Autor Dimple Tiwari, Sayani Ghosal
en Limba Engleză Hardback – 28 ian 2027
Exploring Natural Language Processing with Large Language Models is a comprehensive survey of the rapidly growing field of Natural Language Processing (NLP) with a focus on the revolutionary use of Large Language Models (LLMs). The volume discusses core NLP concepts, linguistic representation, text manipulation, transformers, attention frameworks, and modern generative AI methods. It also discusses practical applications such as text generation, sentiment analysis, question answering, summarization, translation and conversational AI. The book links theoretical principles with state-of-the-art technologies through conceptual explanations, examples from practice and real-world applications. The book is an essential resource for students, researchers, educators and AI practitioners.
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Specificații

ISBN-13: 9781041052982
ISBN-10: 1041052987
Pagini: 250
Ilustrații: 32
Dimensiuni: 156 x 234 mm
Ediția:1
Editura: CRC Press
Colecția CRC Press

Public țintă

Academic and Postgraduate

Cuprins

Preface. Introduction to Natural Language Processing. Overview of Large Language Model. Transformer Language Models with Natural Language Processing. Pre-train Large Language Model in Text Classification. Large Language Model in Text Generation. Machine Translation with Large Language Model. Conclusion and Future Research Scope. Index.

Notă biografică

Dr. Dimple Tiwari is associated with School of Engineering of Technology, Vivekananda Institute of Professional Studies-Technical Campus, Pitampura, Delhi, India. She received her Ph.D. (Computer Science and Engineering) degree from the University School of Information Communication and Technology, Guru Gobind Singh Indraprastha University Delhi, in 2023. She has done M.Tech from AIACT&R, Govt. of NCT Delhi. Dr. Tiwari has published various research papers in highly reputed, SSCI/SCI/SCIE-Indexed Journals including Elsevier, Springer, Wiley, Inderscience, etc. She has also been granted multiple design registrations in India and the United Kingdom. Her current research area is Machine Learning, Deep Learning, and Transformer models, Information Security, IoT, Blockchain, Natural Language Processing, and Social Network Sentiment Analysis.
Dr. Sayani Ghosal is an Assistant Professor (Senior Grade) in the Department of CSE & IT at Jaypee Institute of Information Technology, Noida, India. She received her Ph.D. in CSE from Guru Gobind Singh Indraprastha University, Delhi, specializing in Natural Language Processing. She has published several research papers in reputed journals and conferences, including three in ACM Transactions journals. Her research interests include Natural Language Processing, Large Language Models, Generative AI, Fuzzy Logic, and Soft Computing.

Descriere

This book is a comprehensive survey of the rapidly growing field of Natural Language Processing (NLP) with a focus on the revolutionary use of Large Language Models (LLMs). The volume discusses core NLP concepts, linguistic representation, text manipulation, transformers, attention frameworks, and modern generative AI methods.