Data Representativeness

From The Foundation for Best Practices in Machine Learning

Data Representativeness

Control

Ensure the membership rates of (Sub)populations in Model development data align with expectations and that data is representative of Domain populations.


Aim

To (a) guarantee that Model performance and Fairness testing during model development will provide a consistent picture of Model performance after deployment; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information