Awareness of feedback loops

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Monitoring & Maintenance > Awareness of feedback loops

Awareness of feedback loops

Control

Define and deploy as far as is reasonably practical (a) methods to detect whether feedback loops are occuring, and/or (b) technical and non-technical warning indicators for increased risk of the same.


Aim

As per Section 17 - Security: to prevent (in)direct adverse social and environmental effects as a consequence of self-reinforcing interactions with the Model(s); and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information