Level Select: At the Opening screen, when Press Start appears, press Left, Up, X, Up, Right, Y.
Unlimited Health: At the Opening screen, when Press Start appears, press L + R + Y + A + Left.
All Weapons: At Options, press A, B, Y, X, Y, B, A.