Domain Population Stability

From The Foundation for Best Practices in Machine Learning

Domain Population Stability

Control

Continually assess the stability of the Domain population being scored, both in terms of its composition relative to the Model development population, and the quality of the Model by class.


Aim

To (a) ensure the continued accuracy of Fairness tests and metrics; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information