In the summer of 2011, former President Barack Obama's administration launched the Materials Genome Initiative intending to usher in a new “renaissance in American manufacturing.” A federal multi-agency project, the initiative aims to enable the discovery, manufacturing and deployment of advanced materials at double the speed and at a fraction of the cost of traditional methods by leveraging computational tools like machine learning, data aggregati