# Fundamental Components and Principles of Supervised Machine Learning Workflows with Numerical and Categorical Data

> Research article (Eng—Advances in Engineering, 2024) · cited 18× · AI/ML

**Wikidata**: [openalex:W4392297233](https://www.wikidata.org/wiki/openalex:W4392297233)  
**Source**: https://4ort.xyz/entity/fundamental-components-and-principles-of-supervised-machine-learning-workflows-with-numerical-and-categorical-data