very small amount of data you will see a bit of a difference so I think we had to get to five thousand data points on the image net architectures at least and so there we saw maybe like a two percent difference instead of like a fraction of a percent difference but then by the time we got up to like fifty thousand data points that kind of that difference was really gone and then when we tried on a much smaller architecture so bear in mind before we were training this enormous image and net architecture so we tried on a much smaller architecture