The Sydney Workshop on Mathematics of Data Science aims to showcase cutting-edge research in machine learning and data science, with a particular focus on addressing the methodological, statistical, and computational challenges in these fields, including machine learning, deep learning, and the latest advancements in large AI models. Scheduled to take place at the School of Mathematics and Statistics at the University of Sydney from December 4th to 6th, 2024, this workshop will serve as a multidisciplinary platform for mathematicians, statisticians, and computer scientists from around the globe to collaborate and exchange ideas. This event offers a unique opportunity for our HDR students and early career academics to engage with world-renowned experts in machine learning and data science, fostering discussions, networking, and collaborative endeavors among researchers.