Unlimted Health:
During play, press Start to pause and press X, Left, Circle, Right, R2, L2, Up, Up.

All Weapons:
During play, press Start to pause and press Up, Down, Right, Left, R1, R2, L1, L2.

Thanks to Revolution reader Dragon Lord!