AI system algorithms will likely undergo several redesigns and update cycles during their lifetime. Some algorithms may learn continually.
Designing and implementing an effective version control system integrated with the AI governance framework processes is crucial to sustainable AI operations.
The AI System Owner should ensure that the organization defines, documents, and implements
3) quality control processes for new versions and updates and
4) version control and approval workflows.
The Algorithm Owner should ensure that the AI system version control design and practices align with the organization’s values and risk tolerance.