metalearning noun3 •A branch of metacognition concerned with learning about one's own learning and learning processes. •A form of machine learning where automatic learning algorithms are applied to metadata about machine learning experiments, so that the machine learns how to learn. •A certain theory about how neurotransmitters facilitate distributed learning mechanisms.