Hollywood Casino Bay St. Louis (Bay Saint Louis) Location. Positioned on the Mississippi Gulf Coast between Biloxi, Miss., and New Orleans, La., the Hollywood Casino Bay St. Louis (Miss.) features a casino and golf course on site, while Old Town Bay St. Louis is only two miles from...