Looks like you need to set up `docker-machine`, or use the new Docker for Windows distribution [1], which abstractly includes it.
I guess it is difficult to describe the steps when there is a major difference between platform methods (windows 7 and Docker Toolbox vs win 10 with Docker).
After that I am up and running. Thanks for the pointer.