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Khalid El Makkaoui

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#federated learning Open access Sep 2026

A real-time federated TinyML framework for student behavior detection in smart classrooms

Smart classrooms increasingly require intelligent systems capable of detecting student behaviors in real time while preserving privacy and operating under limited computational resources. However, many existing approaches rely on centralized training and high-complexity deep learning models, limiting their suitability...

Chaymae Yahyati, Ismail Lamaakal, Khalid El Makkaoui et al. · 0 citations

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