Feature attribution Monitoring

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Fairness & Non-Discrimination > Feature attribution Monitoring

Feature attribution Monitoring

Control

As part of regularly scheduled review, or more frequently, monitor any changes in feature attribution or other explainable metric by sub-population. (See Section 15 - Monitoring & Maintenance for further information.)


Aim

To (a) detect reasons for changes in Model performance, as well as any changes earlier in the data pipeline; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information