I don't know anything good about exercising. Maybe on your lunch breaks going for a walk. see if someone you work with would go.
Can you take the kids for a "field trip" walk during class?
Maybe walks after work... bike rides? You could start slow with the DH and take a nice evening stroll, you may be able to get him to eventually