You can either go along the high speed line (Canterbury-London St Pancras-London Victoria-Southampton) or via the slower line (Canterbury-London Waterloo-Southampton), difference is 3:16 vs 3:36).
Either way it'll cost you £56.40 return (going out Friday coming back Sunday), or £37.25 with a railcard