If you are obeying all the local traffic laws, and cycling during the day in good weather, there's a good chance the police won't bother you.

I've been stopped quite frequently by concerned police officers when I'm out on one of my brevets in the middle of the night or the middle of a nasty storm, but I just assure them that I'm OK, and they carry on.

Being polite goes a long way.