models and of course of course so this slide is slow and from naki or I think from telling you actually who stole it from naughty and I copied it from time so we've all seen this many times I'm sure by now so what they did in there my clear paper is the number so you the black line is a training curve and if you took statistical learning you were to kind of expect the red line kind of goes well it doesn't it goes down so an over parameterize ation does not seem to hurt generalization in this case in fact in this one example it kind of helps a