Dr. G. M. Swamy is an accomplished academician with over 25 years of experience in mechanical engineering. Currently serving as an Assistant Professor in the Department of Mechanical Engineering at JSS Academy of Technical Education, Bangalore, Dr. Swamy has made notable contributions to both academia and industry. Throughout his career, Dr. Swamy has held positions at prestigious institutions such as SJCE Mysuru and JSSATE Mauritius. His research is well-regarded, with numerous papers published in national and international journals, and presentations at various esteemed conferences. Dr. Swamy's innovative work includes the publication of two patents, and his research excellence has been recognized with the Best Journal Paper Publication Award. Dr. Swamy earned his BE and M.Tech degrees from SJCE Mysuru and completed his Ph.D. at VTU Belagavi. His academic and professional journey reflects a commitment to continuous learning and meaningful contributions to the engineering community. He is an active member of several professional organizations, including ISTE, the Institution of Engineers (India), SAE, IAENG, and INSc. In addition to his teaching and research, Dr. Swamy has played a significant role in exam administration and academic-related work for VTU Belagavi. He has been instrumental in organizing faculty development programs, workshops, and seminars, contributing to the professional growth of his peers. His dedication to education is further evidenced by his participation in over 50 faculty development programs and workshops at various reputed institutions. Dr. Swamy is driven by a passion for delivering high-quality education to aspiring engineering students, ensuring they are well-prepared to meet the challenges of the modern engineering landscape. His expertise, combined with his commitment to student success, continues to have a significant impact on the academic community.