16 — DevOps¶
DevOps: CI/CD, automation, and configuration.
Scope¶
Cheat sheets for automating and operating software systems. Containerization belongs to 17-Docker, model operations to 15-MLOps.
Cheat Sheets¶
| Cheat Sheet | Description |
|---|---|
| devops.md | The DevOps loop: environments, deploy strategies, reproducibility, observability, feedback |
| ci-cd.md | CI/CD pipelines: stages, quality gates for ML, artifacts, caching, deployment strategies |
| github-actions.md | GitHub Actions: workflow YAML, triggers, jobs, matrix, caching, secrets, GHCR, examples |
| environment-variables.md | Config everywhere: shell/Python/.env/Docker/CI, secrets, typed settings |
| kubernetes.md | Kubernetes for ML/data: pods, deployments, services, configs, secrets, scaling, kubectl |
Planned Cheat Sheets¶
- Infrastructure as Code — Terraform and friends
- Observability — logging, metrics, tracing
Contribute¶
- Template: CHEATSHEET_TEMPLATE.md
- Guide: CONTRIBUTING.md