Building Reliable ML CI/CD Pipelines with Azure and Infrastructure as Code

Manual ML retraining creates operational bottlenecks and reliability risks that hinder data science productivity. Azure ML Pipelines with Azure DevOps automates the entire ML lifecycle—from validation to deployment—on every code change, ensuring consistent model quality. By codifying your CI/CD infrastructure with Terraform, organizations can scale MLOps practices across teams and environments.