The Department of Computer Science and Institution’s Innovation Council of Jayarani College, Salem, organized a seminar titled Math for ML: Foundations to Frontiers on 24th January 2025. The event took place in the Infant Jesus Block from 10:00 a.m. to 12:00 p.m. The resource person for the seminar was Mr. S. Bhuvaneshwara Ragavendra, a renowned Data Scientist from i18n Solutions. He delivered an insightful session focusing on the foundational mathematical concepts required for Machine Learning and their applications in advanced domains. The seminar highlighted critical topics such as linear algebra, calculus, probability, and statistics, emphasizing their relevance to real-world ML models. Students and faculty members from the Computer Science Department participated actively, engaging with the speaker through interactive discussions and questions. The session successfully bridged the gap between theoretical knowledge and practical application, equipping attendees with a deeper understanding of Machine Learning fundamentals. The event, part of the Crusaders Association initiative, was a testament to Jayarani College's commitment to empowering women in the field of technology and innovation. Attendees expressed their appreciation for the seminar, which provided them with a strong foundation to explore advanced ML concepts in the future.