How should I invest my money to make more money in a short amount of time?

I’m 22 years old, and wanting to purchase a house in the next year or two. I have money in savings right now which is making terribly low interest. What would be my best move? I’d like to invest the money short term, but I’d like to make a good amount of money doing so. Is that possible and how? CD’s and Money Market accounts just aren’t gonna give me the results I want.