Target Feature Definition Susceptibility

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Systemic Stability > Target Feature Definition Susceptibility

Target Feature Definition Susceptibility

Control

Document and assess whether applying Product Outputs will result in changes to the Target Feature definition. If true, attempt to mitigate associated effects through refining Product Output and/or Model design and/or development.


Aim

To (a) determine and prevent risk of unpredictable behaviour once the Product outcomes are applied; and (b) highlight associated risks in the Product Lifecycle.


Additional Information