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Intelligent Course Recommendation: A Hybrid Deep Learning Perspective: Innovative Strategies for AI-Driven Academic Guidance - Softcover

Kolli, Chandra Sekhar; Vadisena, Venkata Krishna Reddy; Gottala, A K S Rajeev Kumar

 
9786208440961: Intelligent Course Recommendation: A Hybrid Deep Learning Perspective: Innovative Strategies for AI-Driven Academic Guidance
Softcover
ISBN 10: 6208440963 ISBN 13: 9786208440961
Publisher: LAP LAMBERT Academic Publishing, 2025

Synopsis

In an era where educational choices can overwhelm students, HHFHNet emerges as a groundbreaking solution for precise course recommendations. This comprehensive guide introduces readers to the innovative Hybrid HAN HDLTex Forward Harmonic Net (HHFHNet) architecture, a sophisticated system that combines the power of Hierarchical Attention Networks (HAN) and Hierarchical Deep Learning for Texts (HDLTex). Through detailed exploration of Term Frequency-Inverse Document Frequency (TF-IDF), ranking-based recommendations, and Explainable Artificial Intelligence (XAI), readers will master the intricacies of building intelligent course recommendation systems. The book presents a novel approach to educational guidance, incorporating content-based filtering, collaborative filtering, and hybrid methods to address the challenging cold-start problem. Whether you're an AI researcher, educational technologist, or academic institution developer, this essential resource provides the theoretical foundation and practical implementation strategies needed to revolutionize course selection processes.

"synopsis" may belong to another edition of this title.

Publisher
LAP LAMBERT Academic Publishing
Publication date
2025
Language
English
ISBN 10 
6208440963
ISBN 13 
9786208440961
Binding
Paperback
Number of pages
64