DENDANI-HADIBY Nadjette was born on the 2th of May 1972 in Annaba from Algeria; she graduated from the University of Badji Mokhtar Annaba, Algeria, with a state Engineering degree in Computer Science, in June 1996. She is a doctoral student since 2005, and joined the department of computer science in her original university of Badji Mokhtar Annaba in 2006 as an assistant teacher. In 2014 she obtains her state doctoral degree. Her main research interest is the study of AI approaches for acquiring and reasoning about knowledge and interested by the case-based reasoning (CBR) and ontologies applied to the diagnosis domain."Over the past few years, She has developed a deep interest in machine learning techniques, particularly their transformative potential in medical diagnosis and predictive analytics. Her work focuses on leveraging data-driven approaches to enhance clinical decision-making, improve patient outcomes, and address challenges such as imbalanced datasets, explainability, and cost-sensitive learning in healthcare. Passionate about bridging the gap between artificial intelligence and medicine, she aims to contribute to innovative solutions that empower both practitioners and patients."