Is there a way to hide my already watched movies from been display so that I can choose a movie I have not seen ?
sure.
using he web client it is really easy. from the movie view, there is an ALL with a down arrow in the top lefthand side. click the down arrow and select unwatched.
Thanks Mervincm 
