Dr. Hewayda M. S. Lotfy is an Assistant Professor in the Department of Mathematics, Computer Science Division, Faculty of Science, Ain Shams University. She obtained Master degree from Ain Shams University in the field of Software Specification, 1996. She received another Master and PhD degree in the field of Intelligent and Content-based Image Retrieval from the University of Louisville, Kentucky, USA, 2006. Her research interests are mainly in the field of Artificial Intelligence, such as Learning techniques, Agentic AI and Fuzzy Computing with some applications centered on images.