Dr. Gnaneswari Gnanaguru is an accomplished academician with over 24 years of teaching and research experience. She holds a doctorate in Cognitive Science and Machine Learning, specializing in Deep Learning and Explainable Artificial Intelligence. Currently serving as an Associate Professor in the Department of Computer Applications at CMR Institute of Technology, Bengaluru, she also heads the Centre of Excellence for Application Development in CMRIT. In addition to her academic contributions, she is the Director and Co-Founder of Warrions Consultancy, Services and Solutions Pvt. Ltd., where she focuses on research-driven innovation, professional training, and academia–industry collaborationDr. S. Silvia Priscila is a distinguished academician and researcher with 18+ years of experience in teaching, research, and scholarly publication. She is affiliated with the Bharath Institute of Higher Education and Research (BIHER), India. She holds a Ph.D. in Computer Science and has completed a Post-Doctoral Fellowship, demonstrating her commitment to advancing knowledge and innovation. Dr. Priscila received the Best Patent Award for her impactful and application-oriented research. She has an extensive research portfolio, publishing 90 Scopus-indexed articles and over 30 Web of Science papers, and she has also authored multiple books. She has successfully produced two Ph.D. scholars and is currently guiding four doctoral researchers. Beyond research, she contributes to academic publishing as an Editor-in-Chief for multiple international journals. A sought-after academic speaker, she has delivered keynote sessions at several international conferences, sharing her expertise on research methodologies, publication strategies, and technological innovation. Her career reflects excellence, leadership, and a passion for fostering quality research.Dr. Praveen B. M. has vast experience in teaching, academic administration, and research. He has served in key leadership roles, including Head of the Department, contributing significantly to curriculum development and faculty mentoring. Currently, he is serving as the Director of Research at Srinivas University, Mukka, Mangalore, where he oversees research initiatives and promotes interdisciplinary innovation. His research interests span multiple domains, and he has guided numerous scholars in their academic and research pursuits. Dr. Praveen is actively involved in strengthening research culture and quality publications within the institution.