Put the whole thing into a short position on Wal-Mart. They're goin' DOWN!
No seriously, If you may 'need' the money in three years, then you should be looking at some low risk investment. Maybe a short term bond ETF or GICs.
You may get 3-4 percent/year, but you're unlikely to lose money.