2025 International Conference on Advanced Machine Learning and Data Science (AMLDS 2025) will be held in Tokyo, Japan, from July 19-21, 2025. Sponsored by the IEEE Systems, Man, and Cybernetics Society, Chongqing University of Posts and Telecommunications, and Nanjing University, this conference aims to advance the state-of-the-art in machine learning and data science.