Who were the guards that were hand-picked group of soldiers serving as bodyguards for the emperor?

Praetorian guard. Just a slight clarification here. the praetorian guard was the official guard of the emperor's living quarters and they also acted, in some cases, as a police force in the city of Rome. However the hand picked, personal bodyguards of most emperors were Germans. They were chosen for their loyalty and for their size.