Processes in this Phase
6.1
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Deployment Planning
Create comprehensive deployment strategy including timeline, resource allocation, rollout approach, and rollback procedures for safe production release.
6.2
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Model Packaging
Prepare the model for deployment through containerization, serialization, and dependency management. Ensure reproducibility and portability.
6.3
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Infrastructure Setup
Configure and provision the production infrastructure including compute resources, networking, security, and monitoring systems.
6.4
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Production Release
Execute the deployment using CI/CD pipelines, perform smoke tests, and gradually roll out to users using canary or blue-green strategies.