Amtrak stations near Bay Harbor Islands: 1  9 miles: MIAMI (8303 N.W. 37TH AVE.) . 2  9 miles: HOLLYWOOD (3001 HOLLYWOOD BLVD.) . 3  12 miles: MIAMI INT'L AIRPORT (MIAMI, TRANSIT BUS LOADING AREA) - Bus Station.