# Opportunities for machine learning to accelerate halide-perovskite commercialization and scale-up

> Research article (Matter, 2022) · cited 32× · AI/ML

**Wikidata**: [openalex:W3206564097](https://www.wikidata.org/wiki/openalex:W3206564097)  
**Source**: https://4ort.xyz/entity/opportunities-for-machine-learning-to-accelerate-halide-perovskite-commercialization-and-scale-up