https://github.com/ciro-maciel/spamguard-mlops

MLOps template with DVC for data versioning and MLflow for experiment tracking/model registry; train → metric‑gated promotion → serving, CI/CD, Docker/K8s.
https://github.com/ciro-maciel/spamguard-mlops

ai ai-engineering ci-cd docker dvs kubernetes mlflow mlops process software-engineering

Last synced: 2 months ago
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MLOps template with DVC for data versioning and MLflow for experiment tracking/model registry; train → metric‑gated promotion → serving, CI/CD, Docker/K8s.

• Host: GitHub
• URL: https://github.com/ciro-maciel/spamguard-mlops
• Owner: ciro-maciel
• License: apache-2.0
• Created: 2025-08-18T21:35:12.000Z (10 months ago)
• Default Branch: main
• Last Pushed: 2025-08-19T14:13:50.000Z (10 months ago)
• Last Synced: 2025-08-19T14:35:05.421Z (10 months ago)
• Topics: ai, ai-engineering, ci-cd, docker, dvs, kubernetes, mlflow, mlops, process, software-engineering
• Language: JavaScript
• Homepage:
• Size: 28.3 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# SpamGuard MLOps — Landing

This repository highlights two complementary tracks of my MLOps skill set:

- Concepts (baseline): principles, architecture decisions, and end-to-end flow.

  Branch: mlops-concepts

- Market tools: DVC (data versioning) + MLflow (experiment tracking/model registry),

  hardened CI/CD and containerized deployment.

  Branch: mlops-market-tools

How to use:

- Read this overview and pick the track you’re interested in.

- Each branch has its own README with Quickstart, decisions, and trade-offs.

What you’ll see:

- Train → metric-gated promotion → serving

- Versioned artifacts, schema migrations (Drizzle/SQLite)

- GitHub Actions CI/CD

- Docker/Compose and K8s manifests (portability)

- DVC and MLflow in the market-tools track

Quick links:

- Concepts: https://github.com/ciro-maciel/spamguard-mlops/tree/mlops-concepts

- Market tools: https://github.com/ciro-maciel/spamguard-mlops/tree/mlops-market-tools

## About this repository

This main branch is intentionally a minimal landing page. All runnable code, documentation, and CI live in the dedicated branches above.

Explore the branches:

- Concepts: https://github.com/ciro-maciel/spamguard-mlops/tree/mlops-concepts

- Market tools: https://github.com/ciro-maciel/spamguard-mlops/tree/mlops-market-tools

## Notes

This landing branch does not contain runnable code. For hands-on instructions, Quickstarts, and deployment, open one of the branches linked above.