The primary aim of organizing an all India Seminar on Machine Learning and Soft Computing Applications in Engineering and Science is to foster a collaborative platform that brings together researchers, practitioners, and experts from diverse fields to share their latest advancements, insights, and experiences in the realm of machine learning and soft computing. The seminar aims to facilitate the exchange of cutting-edge knowledge and methodologies, providing a forum for discussing innovative applications and solutions in engineering and science. By bringing together professionals from academia, industry, and research institutions, the conference seeks to promote interdisciplinary collaboration, inspiring new ideas and approaches that can address complex challenges in these domains. Furthermore, the seminar aims to contribute to the dissemination of research findings, promote networking among participants, and ultimately accelerate the adoption and integration of machine learning and soft computing techniques into practical applications, thereby fostering advancements that have a tangible impact on engineering and scientific endeavors.