Running personal docker hub containers

Is it possible to run personal docker containers from docker hub account ?

Yes, the docker command is fully functional.

Thanks, good to know ! I assume we can also use docker-compose.

But is this possible through the web interface or only via CLI ?

Only CLI.
And this is Debian Stretch, so check the versions of Docker and Docker-Compose.