Performance Root Cause Analysis

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Performance Robustness > Performance Root Cause Analysis

Performance Root Cause Analysis

Control

Document and assess Model performance Root Cause Analysis as well as its testing method. If Root Cause Analysis is ineffective, simplify Model and/or increase diagnostics like logging and tracking.


Aim

To (a) assess and control for Model performance changes and assist in Model design, development, and debugging; (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information