It is a pleasure to accept the invitation to deliver a talk at the The Artificial Intelligence and Machine-Learning (AIMS) working group of the North American Imaging in MS (NAIMS) Cooperative. I’ll present our Nature Machine Intelligence Paper on anomaly detection in MR Brain Imaging which includes MS Lesions.