Dr. Saima Munawar is a distinguished academic and researcher with a Ph.D. in Artificial Intelligence. She currently holds an Assistant Professor at the Virtual University of Pakistan. Dr. Munawar's work has been published extensively in leading journals, conferences, and book chapters. Her research interests span across intelligent virtual laboratories, fuzzy logic systems, and the ethical applications of AI. Dr. Munawar's expertise is further demonstrated through her role as a corresponding author in multiple publications, and her work in developing and implementing innovative educational technologies has gained international recognition. She has also been a key contributor to the advancement of technology-enabled learning and assessment, particularly in the design and implementation of learning outcomes for e-learning courses. Her contributions to the field are marked by her participation in prominent conferences, supported by a travel grant from HEC. Nasir Naveed is currently serving as an Associate Professor at the Virtual University of Pakistan. He earned his degree from the Institute of Web Science and Technologies, University of Koblenz, Germany, in 2013. His current research focuses on applying machine learning techniques to leverage textual content for searching within Linked Open Data, as well as developing scalable methods for Big Data analysis and Data Science. Previously, he has worked on the temporal analysis of social media content from popular social networks using machine learning and information retrieval techniques.