An Industry-Ready Machine Learning Ontology

This article presents an industry-ready ontology for the machine learning domain, which is named “ML Ontology”. ML ontology is comprehensive, provides good performance and is extensible and adaptable. While based on lightweight modelling languages, ML ontology provides novel features including built-in queries and quality assurance, as well as sophisticated reasoning. Its industryreadiness is demonstrated by benchmarks as well as two use case implementations within a data science platform.