Dr. Nirmal Kaur is currently serving as an Assistant Professor at the University Institute of Engineering and Technology, India. She holds a Ph.D. in Computer Science and Engineering from I.K. Gujral Punjab Technical University and has more than 19 years of teaching and academic experience. Dr. Kaur has published over 40 research papers in reputed national and international journals and conferences. She has actively contributed to the academic community through invited talks, expert lectures, workshops, and peer-review activities. Her research interests include Machine Learning, Deep Learning, Sentiment Analysis, and Distributed Computing. With extensive experience in teaching, research, and academic engagement, Dr. Kaur continues to contribute significantly to the advancement of computer science education and research.