You may also want to add another Armory, and/or upgrade your existing Armories and your Barracks. There's no such thing as too many troops, unless you're shortchanging the development of your city.I do train troops as fast as I can
Another thing you can do with them is buy Knowledge Points.
You can't use supplies to buy KP - can you?