@ptrblck thanks.
I added:
Add softmax layer
mobilev2_loaded_model = nn.Sequential(
mobilev2_loaded_model,
nn.Softmax(1)
)
and serialized model again and now I can multiple 100 to the score and get the percentage of that class.