MLOps Engineer – Distributed Cloud
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Descrição do cargo
About the role
We are looking for an MLOps Engineer to bridge the gap between model development and production, building infrastructure and automated pipelines for AI/ML models.
Key responsibilities
- Design and implement automated end‑to‑end pipelines (CI/CD/CT) for machine‑learning workflows.
- Standardize model packaging, versioning, and deployment using containerization and orchestration.
- Build monitoring systems to track model performance, data drift, and system health in production.
- Manage scalable compute and storage resources for training and inference with Infrastructure‑as‑Code principles.
- Collaborate closely with Data Scientists to turn experimental code into robust, production‑ready micro‑services.
- Ensure cost‑efficiency and latency optimisation of model‑serving layers.
Required profile
- 3+ years of experience in MLOps, DevOps, or Software Engineering focused on ML delivery.
- Proficiency in Python and experience with ML orchestration tools such as Kubeflow, MLflow, or Airflow.
- Deep knowledge of Docker and Kubernetes for managing distributed ML workloads.
- Hands‑on experience with automation tools like GitLab CI, GitHub Actions, or Jenkins.
- Experience with cloud ML services (AWS SageMaker, GCP Vertex AI, or Azure ML).
- Professional level of English, both written and spoken.
Required skills
- Python
- Kubeflow
- MLflow
- Airflow
- Docker
- Kubernetes
- GitLab CI
- GitHub Actions
- Jenkins
- AWS SageMaker
- GCP Vertex AI
- Azure ML
- DVC (data versioning)
- Prometheus
- Grafana
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