Degree	University	Country	Year
Licence - Génie biomédical	Université Saint Esprit de Kaslik	Liban	2018
Master - physique médicale	Université Libanaise	Liban	2019
Doctorat - Génie biomédical	Université Libanaise	Liban	2023

International Conferences: Speech Recognition for Functional Decline assessment in older adults," Proceedings of the 9th International Conference on Bioinformatics Research Applications ICBRA 22, Berlin, Germany, September 18–20, 2022, Pages 149–153. DOI: 10.1145/3569192.3569216. "Feature selection using CNN for elderly speech recognition," 2023 5th International Conference on Bio-engineering for Smart Technologies (BioSMART), Paris, France, 2023, pp. 1–4, DOI: 10.1109/BioSMART58455.2023.10162100. "Feature Extraction And Machine Learning Classifiers For Elderly Speech Recognition In Comprehensive Geriatric Assessment Cga Questionnaires," 2023 5th International Conference on Bio-engineering for Smart Technologies (BioSMART), Paris, France, 2023, pp. 1–4, DOI: 10.1109/BioSMART58455.2023.10162102. Colloquium: "Prévention de la perte d'autonomie chez les personnes âgées : reconnaissance vocale assistée par IA avec des questionnaires d'évaluation gériatrique standardisée," Symposium on TéléSANTÉ et dispositifs biomédicaux JetSan2023, University of Paris 8, CNRS, June 2023, Paris Saint Denis, France. (hal-04220906).