I will set up ci cd pipeline for your ml or llm app

I'll automate your ML or LLM deployment with GitHub Actions CI/CD testing, building, and deploying on every push.

Manual deployments are slow and error-prone. I'll set up automated pipelines that test, build, and deploy when you push code.

MLOps Engineer with 4+ years experience. Reduced deployment time from 4h 2.5h, rollback within 5 minutes, 70% fewer failures.

What I Deliver:

GitHub Actions workflow (test build push deploy)

Quality gates: linting, unit tests, model validation

Rolling updates, multi-environment, automated rollback (Premium)

Secrets management with environment configs

Sample Workflows:

• ML Model API: Lint Test Build Deploy to Kubernetes
• LLM App: Lint Test Validate Blue-Green deploy
• FastAPI: Lint Test Build Deploy to Cloud Run

Tech Stack: GitHub Actions, Docker, Kubernetes, VM, AWS ECS, Cloud Run, pytest, ruff, black

What I Need From You:

• GitHub repo access
• Container registry details
• Deployment target
• Existing Dockerfile (optional)

Why Choose Me:

• 4+ years DevOps/MLOps
• Proven production metrics
• Clean, documented workflows

Message me before ordering with your requirements.