09 Sep
|
RoundCircle
|
Bengaluru
09 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 robust 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 (solid — 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