Performance Stress Testing

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Performance Robustness > Performance Stress Testing

Performance Stress Testing

Control

Perform and document experiments designed to attempt to induce failures in the Product and/or Model, for example, but not limited to, by supplying large quantities of or unusual data to the training or inferencing phases.


Aim

To (a) identify and control for risks associated with operational scenario's outside of regimes encountered during Model development.


Additional Information