This book constitutes the proceedings of the 22nd Australasian Conference on Data Science and Machine Learning, AusDM 2024, held in Melbourne, Victoria, Australia, during November 2527, 2024.

The 19 full papers included in this book were carefully reviewed and selected from 47 submissions. They were organized in two topical tracks: Research Track; and Application Track.