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Machine learning has provided a huge wave of innovation in multiple fields, including computer vision, medical diagnosis, life sciences, molecular design, and instrumental development. This perspective focuses on the implementation of machine learning in dealing with light-matter interaction, which governs those fields involving materials discovery, optical characterizations, and photonics technologies. We highlight the role of machine learning in accelerating technology development anddoi:10.1038/s41377-019-0192-4 pmid:31645928 pmcid:PMC6804848 fatcat:zbnw3tt2ozhive3tcvtc5sfe5e