Grid seach is unavailable for Keras in case of multiple outputs?
It does not appear possible  as stated here.  The problem is basically how sklearn expects it's input.  Currently it only accepts a 2d array.  I think it'll be rather straight forward to go to sklearn wrapper and modify is so that it can accept multiple arrays.