# Off-the-shelf deep learning is not enough, and requires parsimony, Bayesianity, and causality

> Research article (npj Computational Materials, 2021) · cited 57× · AI/ML

**Wikidata**: [openalex:W3123480017](https://www.wikidata.org/wiki/openalex:W3123480017)  
**Source**: https://4ort.xyz/entity/off-the-shelf-deep-learning-is-not-enough-and-requires-parsimony-bayesianity-and-causality