Designing End-to-End ML CI/CD Pipeline Architecture

MLOps and Production AI 11 minutes min read Updated: Mar 04, 2026 Intermediate
Designing End-to-End ML CI/CD Pipeline Architecture
Intermediate Topic 2 of 9

End-to-End ML Pipeline Architecture

A robust ML CI/CD pipeline connects code, data, model training, testing, packaging, and deployment into one automated workflow.

Core Components

  • Source control repository
  • Automated build server
  • Model registry
  • Artifact storage
  • Deployment automation

Designing a clear architecture reduces manual intervention and deployment risks.

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