A recently published article, about using AI to help discover a new class of chemical antibiotics, is likely one of the first of a wave of applications of artificial intelligence techniques to solving scientific problems.
The Hard Fork podcast has an excellent interview with one of the researchers involved in the study. They do a great job describing the problem (the search for antibiotics to deal with drug resistant bacteria) and overviewing how the AI was combined with physical experiments to do the research.