School of Advanced Sciences (SAS) and the Centre of Excellence (CoE) will jointly host a Six-Day Workshop on Mathematical Foundations for AI and Machine Learning Applications from September 16th to 21st, 2024. It is a comprehensive program designed to provide participants with a robust understanding of the key mathematical concepts critical for machine learning. This workshop not only covers essential topics such as linear algebra, calculus, probability and statistics, discrete mathematics, and optimization, but also focuses on their practical applications in various machine learning techniques. Participants will gain insights into the theoretical underpinnings and practical implementations of algorithms, enhancing their ability to understand, develop, and innovate in machine learning. This workshop is ideal for students, researchers, and professionals, aiming to bridge the gap between theoretical mathematics and practical machine learning applications, equipping attendees with the foundational knowledge necessary for advanced study and professional growth in this rapidly evolving domain.