TF derived docker image containing keras
Start with nvidia-docker for GPU support and be sure to forward port 8888 out of the container to allow access to the Jupyter server.
Replace 9705 with your desired output port and run with:
nvidia-docker run -it -p 9705:8888 cdave/keras