The R.M.S stands for Royal Mail Ship, During WW1, she was converted into a troopship and was called HMT Olympic, HMT stands for His Majesty's Troopship.
Olympic's names:
R.M.S Olympic (Civilian)
H.M.T Olympic (Military)
( Nickname after war ) Old Reliable ( R.M.S Olympic )