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John followed the directions here. What he had to do:
We already had CUDA installed, so no problem there. If not already installed, you'd need to do it.
Install Docker CE using directions here. (Note that the lab machines are x86_64, so follow the command corresponding to amd64 in the directions.
x86_64
Install nvidia-docker
I also needed to
sudo apt install nvidia-modprobe
Unfortunately, as explained here, if you want GPU support, you need to build the image locally. This was straightforward, but took a while long time.
Edit: OpenCV build failed when I tried to run this. Alternatives below.
For Theano/Lasagne, there's a docker image
six