The question was about Ubuntu Server, but all the answers and discussions were about Ubuntu Desktop. So I'll answer both but address Ubuntu Desktop first. Finally, (and not really recommended for an ephemeral container which most containers should be per Docker's best practices, but hey, there's exceptions) you can install Ubuntu Desktop and Ubuntu Server on a container and run it.