Provided herein are novel materials, such as novel phase-change memory materials providing superior characteristics, and methods of discovering/selecting such novel materials via machine learning, such as Bayesian active learning. An exemplary material provided by the inventive concept is the nanocomposite phase-change memory material Ge.sub.4Sb.sub.6Te.sub.7, selected using closed-loop autonomous materials exploration and optimization (CAMEO).