@SherlockLiao @jekbradbury
I printed out the output of the net after feeding in a picture and got the following:
Columns 0 to 9
 3.6295 -3.4569 -6.6588 -3.6976 -3.2954 -4.6076 -3.3301 -4.4151 -8.7112 -3.3557

Columns 10 to 19
-4.3437 -3.2967 -3.6236 -6.1517 -2.8511 -0.3418 -2.8497 -6.0070 -6.8882 -1.3023
[torch.cuda.FloatTensor of size 1x20 (GPU 0)]

There are 20 classes total, so it makes sense that there are 20 columns.
Not sure what these values signify, though.