You grab them by the backside, with one hand on each side of their hindquarters, and then sling them over your shoulder...

Oh wait, only Mozart actually likes this. He loves to be tossed around like a beanbag, and usually winds up purring when he settles on my shoulder. VERY laid back kitty.