Is it realistic to buy a bicycle in october and expect to use it in the winter months.. in ny?

I want to start riding a bicycle again to get in shape. Im thinking of buying one but I do not know if it is worth it with winter approaching. Anyone ride in the north eastern states ride in the winter?
Update: I do not mind the cold (in fact I love it). Im just thinking about road conditions.
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