Modeling Methodology Fairness Review

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Fairness & Non-Discrimination > Modeling Methodology Fairness Review

Modeling Methodology Fairness Review

Control

Evaluate the impact of changing Modelling methodology choices (f.e. algorithm, segmentation, hyperparameters, etc.) on Fairness metrics and Model quality.


Aim

To (a) assess whether more fair alternative Models can be made that fulfill the Model objectives; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information