# Development of shale gas production prediction models based on machine learning using early data

> Research article (Energy Reports, 2021) · cited 69× · AI/ML

**Wikidata**: [openalex:W4200310034](https://www.wikidata.org/wiki/openalex:W4200310034)  
**Source**: https://4ort.xyz/entity/development-of-shale-gas-production-prediction-models-based-on-machine-learning-using-early-data