For Ubuntu 12.10 to 14.04 (Upstart)

Newer versions of Ubuntu use systemd.

START MYSQL:

sudo start mysql

RESTART MYSQL:

sudo restart mysql # The service must be running

STOP MYSQL:

sudo stop mysql # The service must be running