That worked great for us last year as well. We parked at the Fillmore Station, which is only two stations south of the Memorial Park Station and has a free parking structure. Just make sure the parade route doesn’t block your access to the station. If you plan to take the shuttle, give yourself plenty of time because the lines were pretty long.