Knowledge Graph — Coursera Notes › Academic disciplines › Information Technology / Computer Science › Cloud Computing › Snowflake › AI/ML › Model Deployment › Troubleshooting

Canary deployment

concept · part of Troubleshooting

A deployment strategy that minimizes risk by releasing a new model incrementally to a small group of users before full-scale deployment. Monitor performance metrics closely; if issues are detected, the model can be rolled back quickly without significant impact.

from azureml.core.webservice import AciWebservice

canary_service = AciWebservice.deploy_from_model(workspace, name="canary-credit-risk-model", deployment_config=AciWebservice.deploy_configuration())
print("Canary deployment complete for limited users.")

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