Visual DOOM AI competition results
vizdoom.cs.put.edu.pl
vizdoom.cs.put.edu.pl
I think that a scripted AI will be much better than a blind deep-learnt one. A level of deep-learning may add a good layer of intelligence, but I think that building it on some optimal bricks would be a good start.