balance in the distribution of these labels and the sixth idea is that pre training the high capacity teacher model week supervision further improves the results the idea of adding the week supervised to make this the semi week supervised learning framework now we'll get into some of the results of their research report you can check out their repository on github semi-supervised image net 1k models where you have the pre trained models that you can load with torch hub and then they also present some of the results you see the