thank you very much Michael very much for the invitation it's a great pleasure to be here and we're in some sense more of a user of many of the deep learning techniques which have been developed here in this community and I just wanted to highlight a few examples of how we can use deep learning and medical imaging and more specifically talk about image reconstruction super-resolution and segmentation but probably in the same spirit as in as a last talk just as a sort of introduction there is a lot of excitement in in medical imaging in this