Overview

During model training and implementation, the effectiveness of bias mitigation should be evaluated and adjusted. Periodically assess bias identification processes and address any gaps. The model specification should include how and what sources of bias were identified, mitigation techniques used, and how successful mitigation was. A related performance assessment should be undertaken before model deployment. 

Artificial Intelligence Ecosystem process diagram

A process diagram showing the application of Human, Data, Process, System and Governance elements to Diversity and Inclusion in Artificial Intelligence.

Artificial Intelligence Ecosystem process diagram