purpose of the talk is just to give everyone a little bit of context so that you know what adverse sail training is what generative adversarial networks are if you were at my tutorial on Monday you probably will have seen a lot of these slides before but I'm also going to throw in a few new ideas just so that you feel like you've got something extra for your time but this talk is mostly for the people who have just arrived at the workshop and needed some context so this workshop is about adversarial training and the phrase adversarial