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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Natural Language Understanding in Conversational AI with Deep Learning
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Natural Language Understanding in Conversational AI with Deep Learning
Soyeon Caren Han, Henry Weld, Yan Li, Jean Lee, Josiah Poon (Broschiert, Englisch)
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Beschreibung
This book provides a comprehensive introduction to conversational spoken language understanding and surveys recent advances in conversational AI. It guides the reader through the history, current advancements, and future of natural language understanding (NLU) in human-computer interactions.
To this end, the book is structured in seven chapters:
Introduction to Natural Language Understanding… lays the foundation by tracing the evolution of NLU from early human communication to modern human-computer interactions.
Prerequisites and Glossary for Natural Language Understanding
then serves as a foundational resource, consolidating essential prerequisites and key terminologies relevant across the book.
Single-Turn Natural Language Understanding
looks at Single-Turn NLU, focusing on tasks that involve interpreting and processing user inputs in a single interaction, while
Multi-Turn Natural Language Understanding
moves on systems for extended interactions with users and explores techniques for managing dialogues, using context and integrating external knowledge bases. Next,
Evaluating Natural Language Understanding
discusses the annotation of datasets and various performance assessment methods, covering different levels of understanding from intent recognition to slot filling and domain classification.
Applications and Case Studies in Natural Language Understanding
subsequently shows real-world applications of NLU in finance, medicine, and law. Eventually
Challenges, Conclusions and Future Directions
explores the core obstacles hindering the advancement of NLU, including ambiguity, domain adaptation, data scarcity, and ethical concerns. By understanding these challenges, this chapter highlights the ongoing work needed to advance NLU.
This book mainly targets researchers, PhD students, and professionals who are entering this field and look for a state-of-the-art introduction to NLU applied in conversational systems such as chatbots, large language models, or educational systems. 128,39 €
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Technische Daten
Erscheinungsdatum
12.01.2025
Sprache
Englisch
EAN
9783031743634
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Soyeon Caren Han, Henry Weld, Yan Li, Jean Lee, Josiah Poon
Seitenanzahl
177
Auflage
1
Einbandart
Broschiert
Schlagwörter
Conversational Artificial Intelligence, Natural Language Understanding, Deep Learning, Information Retrieval, Chatbots, Dialogue Systems, Neural Networks, Human Computer Interaction, Human Machine Interaction
Thema-Inhalt
UYQL - Natürliche Sprachen und maschinelle Übersetzung
UYQM - Maschinelles Lernen
UNH - Informationsrückgewinnung, Information Retrieval
UND - Data Warehousing
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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