I hit a similar error:
“Is a directory: data/dogscats/train/cats/.ipynb_checkpoints”
50% through my first resnet34 fitting:
learn.fit(0.01, 2) [cell #16 of lesson1.ipynb].
Problem sorted after removing the directory:
data/dogscats/train/cats/.ipynb_checkpoints