Hand held filming can be bouncy and jarring. You could spend a lot of money on different set ups or you could build the equivalent of a Fig Rig for $16.
Designed by director Mike Figgis, the Fig Rig helps produce steady shots. Your arms absorb the shock of walking without transferring those movements directly to the camera.