Tunnel RDP through SSH & PuTTY

How to tunnel Remote Desktop (RDP) over ssh with PuTTY? Tunneling RDP over ssh comes in handy when the destination RDP port is blocked on a firewall and you need to perform remote administration on Windows Server. So here is how to set up a RDP SSH tunnel in Linux and Windows (with PuTTY).