Looking at the docs for the GCE driver for Docker Machine, it seems that it's not possible to spawn a machine that has a GPU attached. In contrast to AWS, where there are specific machine types that come with a GPU, and thus are supported by Docker Machine, in GCP you have to add switches to spin up a VM with a GPU.
Anyone knows a way to tell Docker Machine to provision a VM with a GPU in Google Compute Engine?