There's a free bus that takes you to the bridge (661). You hop on just west of Forrest Place, heading west - it loops around and then goes up the Terrace east to the bridge
Edit: https://www.transperth.wa.gov.au/Portals/0/Asset/Documents/Special Events/Stadium/Maps/Route 661.jpg