Feature Constraints

From The Foundation for Best Practices in Machine Learning

Feature Constraints

Control

Evaluate whether any constraints should be applied to input Features, such as monotonicity or constraints on input Feature interactions in consultation with Domain experts. If determined, utilise identified constraints.


Aim

To (a) ensure that (i) Model Outcomes are maximally interpretable and (ii) Model behavior for individual Model Subjects is consistent with Domain experience; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information