parameters the margin is only improving this denominator can only get bigger okay so let's talk a little bit about how to optimize when you have a regularizer the first thing that realize is that none of these results using n key K and locally convex or whatever can ever handle this the regularizer induces a sort of tie breaking among the global minimizer's and the global minimizer's are not equivalent like you can have two global minimizer's the unregular eyestrain loss and they will have drastically different regularization