You can use the --restart=unless-stopped option, as @Shibashis mentioned, or update the restart policy (this requires docker 1.11 or newer);
See the documentation for docker update and Docker restart policies.
docker update --restart=no my-container
that updates the restart-policy for an existing container (my-container)
