Subscribe on YouTube From building the Deep Blue computer that beat Garry Kasparov at chess to the Watson artificial intelligence (A.I.) that won Jeopardy , IBM has been responsible for some high-profile public demonstrations of A.I. in action. Its latest showcase is less high concept, but potentially far more transformative — applying machine learning technology to the subject of organic chemistry. As described in a new research paper , the A.I.