Deer mice are small (up to 3 inches long), brown, and have a white underside. They are most easily identified by their small size and their white underside.
The best way to get rid of deer mice is to eliminate their food sources by thoroughly cleaning your kitchen and bathroom. You can also use commercial fly traps or bait. If you have a severe infestation, you may need to call a professional exterminator.