The Machine Learning for Data-driven Optimization workshop focuses on the emerging field of machine learning for data-driven optimization. We aim to bring together researchers from various disciplines to explore novel theories, algorithms, and applications in data-driven optimization. As optimization plays an increasingly important role in science and engineering, this workshop will provide a platform for experts from both academia and industry to discuss promises and challenges in solving complex optimization problems using machine learning techniques and data-driven optimization.