After having a restricted license with 12 points in my past I can give you great advise...
Blend in, don't stick out.
Except for the 2 minor accidents, all of my tickets were for weaving in and out of traffic or driving faster than everyone else around me. Now I'm not saying to slow down, because I still have a lead foot, rather put yourself in the police officer's shoes or car. Will he notice you among the other cars? I typically drive no more than 10 over the limit on surface streets. On the expressway I also drive 10 over but if someone's driving faster I usually match their speed from a distance. And I'm always looking out for the trap.