# Machine learning reduces soft costs for residential solar photovoltaics

> Research article (Scientific Reports, 2023) · cited 13× · AI/ML

**Wikidata**: [openalex:W4367857371](https://www.wikidata.org/wiki/openalex:W4367857371)  
**Source**: https://4ort.xyz/entity/machine-learning-reduces-soft-costs-for-residential-solar-photovoltaics