# Informed training set design enables efficient machine learning-assisted directed protein evolution

> Research article (Cell Systems, 2021) · cited 218× · AI/ML

**Wikidata**: [openalex:W3194729882](https://www.wikidata.org/wiki/openalex:W3194729882)  
**Source**: https://4ort.xyz/entity/informed-training-set-design-enables-efficient-machine-learning-assisted-directed-protein-evolution