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Senior Staff Engineer - ML Ops

Senior Staff Engineer - ML Ops

ConfidentialBengaluru / Bangalore
22 days ago
Job description

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.
  • Skills Required

    Azure - AKS, Python, Sql, Github, Docker, Arm

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