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AI Ops & Deployment

CI/CD for ML

AI Ops & Deployment· Advanced

Definition

Continuous Integration and Continuous Deployment practices adapted for machine learning — automating model testing, evaluation, and deployment pipelines so that model updates can be safely shipped rapidly. Includes automated eval suites, staged rollouts, and rollback capabilities.

Enterprise Context

Mature AI organizations treat model deployment like software deployment. CI/CD for ML enables teams to ship model improvements in hours rather than weeks, while maintaining quality guarantees.

Tags

#MLOps#automation#deployment
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