a fairly intuitive optimization problem okay so I've talked about I didn't really talk about the implicit regularization of n key K but if you think about what kernel methods is you can write down the sort of implicit bias of NPK or the inductive bias of it as sort of you're trying to find the thing that best that maximizes the margin the worst-case margin but you stay infinitely close to your initialization so this top one theta hat K is exactly what would happen if you did n TK on logistic loss and terminated after some amount of time a