Does it work to grow flowers in half-barrels or tubs?

I always wanted to have a flower garden, but because of the location of our house, I can’t plant a real garden. I saw these large tub like things at the Home Depot in the gardening section… do these works good for growing flowers? If so, what kinds of flowers? Any special instructions?

Thanks for any help you can give.

Zachary