The 14th Asian Conference on Machine Learning (ACML 2022) will take place between December 12-14, 2022 at Hyderabad, India. The conference aims to provide a leading international forum for researchers in machine learning and related fields to share their new ideas, progress and achievements. While the main conference paper presentations will remain virtual to encourage widespread participation in current times, the conference will also have physical components to allow in-person interaction for those who can attend.