The Bahamas are located on a series of oceanic plateaus and ridges, formed by the movement of tectonic plates, but not by volcanic activity.
While the islands themselves are not volcanic, there are underwater volcanoes in the surrounding area. These volcanoes are extinct and have been inactive for millions of years.