This chart will lay out what drill size you need for a particular thread size.
You will almost certainly need to buy the particular drill size you need unless you have a machinists drill set. You can generally find the smaller sizes at an Ace hardware or similar store, but the homeowner sets will seldom have what you need.
http://www.davehylands.com/Machinist...rill-Guide.jpg