08 Sep
|
RoundCircle
|
Bengaluru
08 Sep
RoundCircle
Bengaluru
About the Role
We are looking for a hands-on MLOps Engineer / Developer to build and operate production-grade ML and GenAI infrastructure. You will work closely with AI/ML teams to take models from experimentation to production through robust pipelines, CI/CD, model serving, monitoring, and cloud deployment The ideal candidate should have strong experience with Python, Jenkins, Azure, Databricks, FastAPI, Docker, Kubernetes/AKS and MLflow, along with a positive understanding of DevSecOps and production ML systems.
Key Responsibilities
- Build end-to-end pipelines — data ingestion, training, evaluation, packaging, versioning, and deployment.
- Develop and maintain Jenkins CI/CD for Dev → QA → Production promotion with multi-stage gates.
- Deploy model-serving APIs on AKS using FastAPI and vLLM; apply ONNX/TensorRT optimizations.
- Set up observability — drift detection (Evidently AI), Prometheus/Grafana, Azure Monitor.
- Apply DevSecOps practices — Key Vault, Managed Identity, SonarQube, Trivy/Snyk.
- Application Development – REST, WebSocket Frameworks using FastAPI
Must-Have Skills
- 4+ years in ML/AI engineering or DevOps with hands-on production MLOps pipeline experience.
- CI/CD tooling: CI tooling (UV, Ruff, Pyrefly), Jenkins (strong), Azure DevOps, GitOps concepts; Git and pre-commit workflows.
- Databricks ML pipelines (Delta Lake, Workflows, MLflow), Asset Bundles and PySpark for data processing.
- Model serving: FastAPI, Docker, AKS; exposure to vLLM and ONNX/TensorRT optimization.
- Python (strong — FastAPI, Pydantic, async), Bash, YAML/SQL scripting.
- Cloud knowledge – Azure/AWS/GCP Storage, AI related services.
- Databases and storage: PostgreSQL, Redis, ADLS Gen2.
- Understanding of containerization, Helm, and infrastructure automation.
Good to Have
- Airflow, DVC, and experiment tracking (W&B; / Comet ML).
- Terraform, KEDA, Azure APIM, and AAD RBAC configuration.
- LLM fine-tuning pipelines; Ray Serve or BentoML exposure.
- Groovy (Jenkinsfile).
- Manufacturing or semiconductor domain experience.
📌 MLOps Engineer / Developer (Bengaluru)
🏢 RoundCircle
📍 Bengaluru