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Deployment Patterns of Machine Learning Model

Date
2024/02/05 15:52
Tags
MLOPs
3 more properties

Shadow Mode

The ML system operates alongside the human, mirroring their actions.
Outputs from the ML system are not employed in decision-making at this stage.

Canary Deployment

Initially introduce the system to a minimal portion of the traffic.
Observe the system's performance and incrementally increase the volume of traffic.

Blue-Green Deployment

Traffic is slowly shifted from an old version to a new version.

Levels of Automation

Solely human-operated, Shadow mode, AI-supported, Semi-automated, Completely automated

References