Growing Eggplants in Pots?

I want to grow Black Beauty eggplants in pots. Do I need to prune the bottom or the little leaves off two weeks after planting? The two bottom leaves are yellow and there are a lot of little buds coming up on the sides. Please help.

Hardiness Zone: 7a

By grifft from Levittown, NY