How good is your classifier? Revisiting the role of evaluation metrics in machine learning

Examines evaluation metrics for classification models, addressing selection and interpretation. 57 minutes allows thorough teaching of metric properties, trade-offs, and appropriate applications.

A 57-minute video from Microsoft Research: “How good is your classifier? Revisiting the role of evaluation metrics in machine learning”.

Video by Microsoft Research, played through YouTube's embedded player.