AI Tutor: Adaptive e-Learning System Using Expert Fuzzy Controllers

Marcin Szczepański, Grzegorz Gapiński, Jacek Marciniak

2025

Abstract

AI Tutor is an e-learning system that adapts content to each student’s unique learning style. Achieving this level of adaptability requires specialized methods, and the solution presented here employs concepts of information imprecision and fuzzy expert control. Within an e-learning course titled “Introduction to Machine Learning” in an Artificial Intelligence curriculum, three fuzzy controllers were specifically designed and implemented to adjust learning materials in real-time. This personalized approach highlights the strength of fuzzy controllers in e-learning, allowing the course to effectively respond to a wide range of learning preferences. By addressing the imprecision in how information is processed and understood, these controllers handle the variability and uncertainty inherent in individual learning styles. Ultimately, AI Tutor demonstrates the potential of fuzzy logic to enhance adaptive e-learning, creating a more tailored and effective learning experience for students with diverse needs.

Paper Citation

in Harvard Style

Szczepański M., Gapiński G. and Marciniak J. (2025). AI Tutor: Adaptive e-Learning System Using Expert Fuzzy Controllers. In Proceedings of the 17th International Conference on Computer Supported Education - Volume 2: CSEDU; ISBN 978-989-758-746-7, SciTePress, pages 96-107. DOI: 10.5220/0013277900003932

in Bibtex Style

@conference{csedu25,
author={Marcin Szczepański and Grzegorz Gapiński and Jacek Marciniak},
title={AI Tutor: Adaptive e-Learning System Using Expert Fuzzy Controllers},
booktitle={Proceedings of the 17th International Conference on Computer Supported Education - Volume 2: CSEDU},
year={2025},
pages={96-107},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013277900003932},
isbn={978-989-758-746-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Conference on Computer Supported Education - Volume 2: CSEDU
TI - AI Tutor: Adaptive e-Learning System Using Expert Fuzzy Controllers
SN - 978-989-758-746-7
AU - Szczepański M.
AU - Gapiński G.
AU - Marciniak J.
PY - 2025
SP - 96
EP - 107
DO - 10.5220/0013277900003932
PB - SciTePress