Mrs. T. Sofina, B.E., M.E., is an Assistant Professor at CSI College of Engineering, Ketti, Tamil Nadu. She is a dedicated academician and researcher specializing in Artificial Intelligence and Machine Learning. Her research interests include Artificial Intelligence, Machine Learning, Data Science, and emerging intelligent technologies. She actively participates in workshops, seminars, conferences, and Faculty Development Programs to enhance her academic expertise. Mrs. Sofina also encourages students to connect theoretical knowledge with practical applications through innovative and research-oriented learning.