Optimizing learning outcomes: a deep dive into hybrid AI models for adaptive educational feedback

Abstract Accurate prediction of student performance is essential for the creation of adaptive learning frameworks and the best utilization of educational strategies. In this work, we apply ensemble learning and neural networks to investigate data from multiple sources about students, two real educat...

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Bibliographic Details
Main Authors: Hafiz Muhammad Qadir, M. Taseer Suleman, Rafaqat Alam Khan, Muhammad Sohaib, Md Junayed Hasan, Syed Abid Hussain
Format: Article
Language:English
Published: SpringerOpen 2025-06-01
Series:Journal of Big Data
Online Access:https://doi.org/10.1186/s40537-025-01187-6
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