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  5. Building Recommender Systems Using Large Language Models

Building Recommender Systems Using Large Language Models

Wang
Paperback | Engels
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Omschrijving

This book offers a comprehensive exploration of the intersection between Large Language Models (LLMs) and recommendation systems, serving as a practical guide for practitioners, researchers, and students in AI, natural language processing, and data science. It addresses the limitations of traditional recommendation techniques--such as their inability to fully understand nuanced language, reason dynamically over user preferences, or leverage multi-modal data--and demonstrates how LLMs can revolutionize personalized recommendations. By consolidating fragmented research and providing structured, hands-on tutorials, the book bridges the gap between cutting-edge research and real-world application, empowering readers to design and deploy next-generation recommender systems.

Structured for progressive learning, the book covers foundational LLM concepts, the evolution from classic to LLM-powered recommendation systems, and advanced topics including end-to-end LLM recommenders, conversational agents, and multi-modal integration. Each chapter blends theoretical insights with practical coding exercises and real-world case studies, such as fashion recommendation and generative content creation. The final chapters discuss emerging challenges, including privacy, fairness, and future trends, offering a forward-looking roadmap for research and application. Readers with a basic understanding of machine learning and NLP will find this resource both accessible and invaluable for building effective, modern recommendation systems enhanced by LLMs.

Specificaties

Betrokkenen

Auteur(s):
Uitgeverij:

Inhoud

Aantal bladzijden:
213
Taal:
Engels

Eigenschappen

Productcode (EAN):
9783032011510
Verschijningsdatum:
22/10/2025
Uitvoering:
Paperback
Formaat:
Trade paperback (VS)
Afmetingen:
155 mm x 235 mm
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