So I flushed my setup and used fastsetup this time, still nvidia-smi shows no process running on the GPU. Interestingly, nvtop does show memory usage while training the bear classifier.
so, at least, I have the confirmation that the GPU is being used 
. Thank you for the pointer @imrandude