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Review Open access 2024

AI-Based Personalized Learning Analytics for Higher Education Systems

This study offers a comprehensive review and conceptual model on implementing AI-based personalized learning analytics in the higher education context and seeks to boost student performance, student engagement, college retention rates, and institutional planning and decision-making, while also lowering drop-out rates.

D. Michie, Roger Needham · 0 citations
Review Open access 2024

Self-Supervised Learning Models for Autonomous Robotic Navigation

This paper reviews recent advances in SSL techniques, including representation learning, contrastive learning, predictive learning, masked image modeling, and multimodal sensor fusion for autonomous navigation, and examines the integration of data from RGB cameras, LiDAR, IMUs, GPS, depth sensors, and odometry.

D. Michie, Roger Needham · 0 citations

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