2025 International Conference on Advanced Machine Learning and Data Science (AMLDS 2025). This conference will take place from July 18th to 20th, 2025, at Tokyo International University in Japan. The event is organized by Tokyo International University and co-sponsored by various esteemed institutions including the National Institute of Information and Communications Technology, Japan. AMLDS 2025 aims to bring together researchers, academicians, and professionals from around the globe to present and discuss their latest findings in machine learning, data science, and related fields.