There is a huge amount of research which is combining the power of deep learning for automated feature extraction with reinforcement learning for learning "natu

There is a huge amount of research which is combining the power of deep learning for automated feature extraction with reinforcement learning for learning "natural reward signals" without label information. See any of the recent papers from Google DeepMind, such as [1] or their most recent work which is startlingly good [2] [1] http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html http://www.nature.com/nature/journal/v518/n7540/full/nature1... [2] http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-iclr2015.pdf http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-i...