# Nanophotonic inverse design with deep neural networks based on knowledge transfer using imbalanced datasets

> Research article (Optics Express, 2021) · cited 29× · AI/ML

**Wikidata**: [openalex:W3190840037](https://www.wikidata.org/wiki/openalex:W3190840037)  
**Source**: https://4ort.xyz/entity/nanophotonic-inverse-design-with-deep-neural-networks-based-on-knowledge-transfer-using-imbalanced-datasets