Rebuild a model from the same code.
Track changes in data and dependencies.
Choose two practices.
Record code, data snapshots, dependencies, random seeds, environment, model version, settings, and evaluation results as a traceable artifact.
Detailed explanation
The build conditions can be recreated.
The build conditions can be recreated.
Production assets can be explained.
Production assets can be explained.
The same result cannot be reproduced.
The same result cannot be reproduced.
Reproducibility and auditability are incomplete.
Reproducibility and auditability are incomplete.
Try it yourself
An example you can run in a temporary verification environment.
AWS公式AIF-C01 Domain 1.3の再現性、モデル版管理、MLOpsを確認する。Expected result
モデルを構成したコード・データ・環境・評価を再現可能な形で管理できる。Key points
- Reproducibility
- Data version
- Lineage
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.