And make sure your ears are fully covered. Got a nasty frostbite on my ear as a kid, from about 3 mile ride in sub freezing temps. My wooly hat left the bottom of my earlobes peeking out.

My throat doesn't like sub-freezing air either, I usually spend my winters doing indoor stuff - indoor cycling classes offer plenty of, um, different kind of sights