Facebook and Steam/Desktop versions
Unfortunately at this time there is no way to "give up" on a map in these versions of the game. The best you can do is to simply fill the board as fast as possible so that you can get to the Game Over state as quickly as possible.
If you want to "give up" on a particular map, first access that game on that map. Then follow the screenshots below: