was adding more and more regularization in the sense that the blue ones that is just gradient descent no real backsides one is as if i was regularizing only a little in this case and regularizing a lot is actually corresponding to the smallest batch slice in this in this picture but you know that's that's just like observing how the how the curves look like so there's no like formal statement here so this was the last figure that i wanted to show you and just to conclude so you know i was telling you about this dynamical mean