  The game of 2048 is a highly addictive game. It is easy to learn the game,
but hard to master as the created game revealed that only about 1% games out of
hundreds million ever played have been won. In this paper, we would like to
explore reinforcement learning techniques to win 2048. The approaches we have
took include deep Q-learning and beam search, with beam search reaching 2048
28.5 of time.
