A new model should be introduced to production.
Limit impact while comparing versions.
Choose two release practices.
Send a small traffic share to the new model, compare common metrics, and define stop and rollback conditions in advance.
Detailed explanation
Blast radius is limited.
Blast radius is limited.
Recovery is actionable.
Recovery is actionable.
Impact is large.
Impact is large.
There is no baseline.
There is no baseline.
Try it yourself
An example you can run in a temporary verification environment.
AWS公式AIF-C01 Domain 3.3のモデルデプロイ、監視、ロールバックを確認する。Expected result
新モデルを限定範囲で検証し、条件に応じて安全に旧版へ戻せる。Key points
- Canary
- Rollback
- Stop condition
Notes
- Environment: AWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認
- Command output formatting can vary slightly by distribution or tool version.
- Run the example in a temporary directory or process when possible.
Foundation review
Read the scope first
Check whether the command acts on the current shell, a new process, an existing process, or a file.
Verify the observable result
Use the supplied command and compare the output with the expected result.