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Automation CI/CD MLOps

Automating the CI/CD Pipeline for ML: A Practical Workflow with CML and GitHub Actions

Mirdal Nobel Hamun August 12, 2025 No Comments

Automating the CI/CD Pipeline for ML: A Practical Workflow with CML and GitHub Actions I. Introduction: Why CI/CD for Machine…

Illustrative workflow showing GitHub triggering GitHub Actions, which then uses CML to generate a model and report, visualized as a pull request with performance metrics

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Illustrative workflow showing GitHub triggering GitHub Actions, which then uses CML to generate a model and report, visualized as a pull request with performance metrics

AutomationCI/CDMLOps

Automating the CI/CD Pipeline for ML: A Practical Workflow with CML and GitHub Actions

Illustrative treasure chest labeled "MLOps Career" overflowing with icons of essential open-source tools like Git, MLflow, Kubernetes, Seldon/BentoML, and Prometheus/Grafana

CareerInterviewsSystem Design

Building Your MLOps Career: Essential Open-Source Tools to Master for Interviews

Illustrative scale comparing a "Managed Platform (e.g., SageMaker)" with a "Self-Hosted Stack," showing a smaller resource block and fewer people for the managed platform, balanced against more resources and people for the self-hosted stack

Cloud CostsMLOpsSystem Design

Is a Managed Platform (e.g., SageMaker) Ever Cheaper? A Break-Even Analysis for Startups

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