I updated my Ubuntu system and restarted it, as prompted, and left the office.
When I got home I could not ssh into my work machine.
This was because I had not logged into the machine and so networking and hence sshd had not started.
To get networking started before login add the following to /etc/network/interfaces
auto eth0 iface eth0 inet dhcp