Bio: Dr. Shallu Kotwal has completed her Ph.D. in Computer Science from Baba Ghulam Shah Badshah University, Rajouri, in 2025, with research focused on Artificial Intelligence, Machine Learning, Deep Learning, and Medical Image Analysis. Her doctoral research explored intelligent approaches for the classification of bacterial species using microscopic images through machine learning and deep learning techniques. Her research interests include Artificial Intelligence, Machine Learning, Deep Learning and Medical Image Processing. She has published research articles in reputed SCI- and Scopus-indexed journals, as well as in international conference proceedings. Dr. Shallu Kotwal has 6 years of teaching experience in the Department of Computer Science & IT, Bhaderwah Campus, University of Jammu, and 9 months of teaching experience in the School of Computer Application at LPU Punjab.