tokens: iii ) An evaluation of five deep Q - learning / policy gradient algorithms including : deep Q - learning networks ( DQN ) , duelling deep Q - learning networks ( DDQN ) , deep recurrent Q - learning network ( DRQN ) , policy gradient deep neural networks ( PGNN ) , and deep deterministic policy gradient ( DDPG ) .