Testing the Consistency of Reported Machine Learning Performance Scores by the mlscorecheck Package
AI (Dall-E) generated depiction of the topicA small step towards the big leap of reproducible machine learning scienceIn this post, we explore how the Python package mlscorecheck can be used for testing the consistency between reported machine learning performance scores and the accompanying descriptions of experimental setups.Disclaimer: the author of this post is the author of the mlscorecheck package.What is the consistency testing of performance scores?Assume you come across accuracy (0.9494), sensitivity (0.8523),…