Yes. If you want to add vanilla flavoring instead to the ice cream base it will work fine. Keep in mind that without the bourbon, the ice cream will be a bit firmer and a little harder to scoop straight from the freezer. You may want to let it rest on the counter for 5 minutes before serving.