Senior Staff Engineer

4 days ago

Bengaluru, Karnataka, India Bean Hr Consulting Full time ₹ 12,00,000 - ₹ 36,00,000 per year

Position: Senior Staff Engineer - MLOps

Location: Bengaluru, India

What You Will Do:

  • Design, build, and maintain end-to-end MLOps pipelines for ML model training, testing, and deployment.
  • Collaborate with Data Scientists to productionize ML models in Azure ML and Azure Databricks.
  • Implement CI/CD pipelines for ML workflows using Azure DevOps, GitHub Actions, or Jenkins.
  • Automate infrastructure provisioning using IaC tools (Terraform, ARM templates, or Bicep).
  • Monitor and manage deployed models using Azure Monitor, Application Insights, and MLflow.
  • Implement best practices in model versioning, model registry, experiment tracking, and artifact management.
  • Ensure security, compliance, and cost optimization of ML solutions deployed on Azure.
  • Work with cross-functional teams (Data Engineers, DevOps Engineers, Data Scientists) to streamline ML delivery.
  • Develop monitoring/alerting for ML model drift, data drift, and performance degradation.

What You Need:

  • Required Skills
  • 11-15 years of experience in programming: Python (must), SQL;. MLOps/DevOps Tools: MLflow, Azure DevOps, GitHub Actions, Docker, Kubernetes (AKS).
  • Azure Services: Azure ML, Azure Databricks, Azure Data Factory, Azure Storage, Azure Functions, Azure Event Hubs.
  • CI/CD: Experience designing pipelines for ML workflows. IaC: Terraform, ARM templates, or Bicep.
  • Data Handling: Experience with Azure Data Lake, Blob Storage, and Synapse Analytics.

  • Monitoring & Logging: Azure Monitor, Prometheus/Grafana, Application Insights. Strong knowledge of ML lifecycle (data preprocessing, model training, deployment, monitoring).

  • Preferred Skills:

  • Experience with Azure Kubernetes Service (AKS) for scalable model deployment.
  • Knowledge of feature stores and distributed training frameworks. Familiarity with RAG (Retrieval Augmented Generation) pipelines and LLMOps.
  • Azure certifications such as Azure AI Engineer Associate, Azure Data Scientist Associate, or Azure DevOps Engineer Expert.

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