mmm go for it. I am doing something similar, with humble pot marigolds. i planted them up in August and hoping to get lovely pots in my kitchen - nothing can brighten up the day like the sight of such a cheerful, exuberant little marigold (or a nasturtium, perhaps) when winter skies are dark and drear.
May have a problem keeping the light levels up though.
Suzy