us and and really it's it's quite simple because you didn't really need to spend huge amount of time engineering the particular approach okay so I just want to sort of summarize in computer deep learning you've seen a number of really nice papers and literature showing really great progress in this but there's also quite a lot of hype and quite a lot of discussion about whether we actually asking the right or whether we're posing the right problems to machine learning in medical imaging and really to make this truly intelligent we