Since unmelded cards will be deducted from a player's score at the end of the round, players should try to hold as few ofree rummy gamesf these as possible. Choosing which cards to keep and which to discard requires strategy. Try to get rid of cards early on to avoid penalties later if you see that they aren't helping with your melds. Making Use of Jokes to Improve Score.