The Maria Luisa can easily be reached by public transport. You may use the metro line L1 and exit at the metro stop called Puerta Jerez. From this metro stop you should walk additional 200 meters in order to reach the gardens. You may also use the tram line T1 and exit at the tram stop Puerta Jerez. The park is only 200 meters away from this tram stop.
