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Intelligent Course Recommendation: A Hybrid Deep Learning Perspective by Chandra Sekhar Kolli

Intelligent Course Recommendation: A Hybrid Deep Learning Perspective

by Chandra Sekhar Kolli , Venkata Krishna Reddy Vadisena , A. K. S. Rajeev Kumar Gottala
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Book cover type: Paperback
  • ISBN13: 9786208440961
  • Binding: Paperback
  • Subject: N/A
  • Publisher: LAP Lambert Academic Publishing
  • Publisher Imprint: LAP Lambert Academic Publishing
  • Publication Date:
  • Pages: 64
  • Original Price: GBP 38.19
  • Language: English
  • Edition: N/A
  • Item Weight: 100 grams
  • BISAC Subject(s): Careers / General

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.

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