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Building Recommender Systems Using Large Language Models - JIANQIANG (JAY) WANG

Building Recommender Systems Using Large Language Models

Titre de l'éditeur : Building Recommender Systems Using Large Language Models

JIANQIANG (JAY) WANG

 
81,71 $
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EN SAVOIR PLUS Résumé

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.


Détails
Prix : 81,71 $
Catégorie :
Auteur :  JIANQIANG (JAY) WANG
Titre : Building Recommender Systems Using Large Language Models
Date de parution : octobre 2025
Éditeur : LIVRES NUMÉRIQUES DIVERS
Sujet : NUL DIVERS
ISBN : 9783032011527 (3032011523)
Référence Renaud-Bray : 4528841
No de produit : 4528841
Droits numériques
Format : PDF
Disponibilité : Canada, consultez la liste des pays autorisés.
Gestion des droits numériques : Adobe DRM
Entrepôt numérique : NUMILOG
Nombre d'appareils autorisés : 3
Nombre de copier/coller : 0
Impression : 0

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Building Recommender Systems Using Large Language Models , WANG , JIANQIANG (JAY)
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