Machine learning in materials science: From explainable predictions to autonomous design

• Published in: Computational materials science Vol. 193; no. C; p. 110360
• Main Author: Pilania, Ghanshyam
• Format: Journal Article
• Language: English
• Published: Netherlands Elsevier B.V 01.06.2021; Elsevier
• Subjects: Domain-specific learning; Materials discovery; Materials informatics; Physics-informed learning; Statistical learning; Physics-informed learning; Materials informatics; Materials discovery; Statistical learning; Domain-specific learning

[Display omitted] The advent of big data and algorithmic developments in the field of machine learning (and artificial intelligence, in general) have greatly impacted the entire spectrum of physical sciences, including materials science. Materials data, measured or computed, combined with various te...