I bike year-round in Boston. Wear a ski helmet with goggles, ski gloves, and wool socks, and winter biking is just as pleasant as biking any other season.

Only scary part is it getting dark so early, which means you're biking in the dark more often, which means your odds of getting hit by a car go up. And better bike infrastructure and less cars on the street would vastly improve that situation.