it all that all that well and so by the end of this talk I hope that you know you have some sense of all the many different ways it comes up and also some of the interesting open questions there are in the field so a lot of this talk is going to be based off of a paper understanding transfer learning for medical imaging that's joint work with my collaborators chauhan jeong john Kleinberg and sami Benjo okay so let's dive right in what is transfer learning very basic so in the settings that we're gonna really be