Model Governance vs Manual Governance Processes

Developers should learn and implement Model Governance when building or deploying machine learning models in regulated industries (e meets developers should learn about manual governance processes when working in regulated industries (e. Here's our take.

Model Governance

Nice Pick

Developers should learn and implement Model Governance when building or deploying machine learning models in regulated industries (e

Pros

• g
• Related to: machine-learning, mlops

Cons

• Specific tradeoffs depend on your use case

Manual Governance Processes

Developers should learn about manual governance processes when working in regulated industries (e

Pros

• g
• Related to: change-management, compliance-auditing

Cons

• Specific tradeoffs depend on your use case

The Verdict

Use Model Governance if: You want g and can live with specific tradeoffs depend on your use case.

Use Manual Governance Processes if: You prioritize g over what Model Governance offers.

The Bottom Line

Model Governance wins

Developers should learn and implement Model Governance when building or deploying machine learning models in regulated industries (e