2025 International Conference on Advanced Machine Learning and Data Science (AMLDS 2025) will be held at Tokyo, Japan on 19th-21st July 2025.AMLDS 2025 aims to enhance the state-of-the-art in Machine Learning and Data Science, as well as other promising areas of computing, by encouraging fresh, high-quality research discoveries and inventive solutions to tough machine learning challenges. Researchers, academicians, and professionals from all over the world are invited to submit original, unpublished research papers from all perspectives, including theory, practice, experimentation, and review papers highlighting specific research domains for presentation in the conference's technical sessions.