No you don’t have to prune it . If you get a large giant pot full, you may like to take off the side leaves from the base to half way up the stem, just to show off the culms. I would recommend a saucer under your pot as bamboo will send out roots through the drainage holes in planters. They will need watering during hot or windy spells.