- Build and maintain end-to-end ML pipelines (train → validate → deploy → monitor)
- Productionize models for:
- Batch scoring (scheduled pipelines)
- Real-time APIs (Kubernetes-hosted services)
- Standardize deployments using:
- Dataiku (Automation + API nodes)
- Containerized services on Azure Kubernetes Service (AKS)
- Implement CI/CD pipelines (Azure DevOps/GitHub Actions) for ML workflows
- Establish monitoring and alerting:
- Model performance, drift, failures, latency
- Operationalize GenAI systems (LangChain/RAG):
- Prompt/version control, evaluation pipelines, tracing, cost controls
- Define and enforce model governance:
- Model registry, approvals, auditability, documentation
- Build reusable templates and paved roads for data scientists
Required Qualification
- sBachelor's degree in Computer Science, Engineering, or related field (16 years of formal education)
- .5 to 7 years of overall IT experience with 3+ years in Model Op
- sStrong Python + software engineering practices (testing, Git, modular code
- )Experience deploying ML systems in batch and real-time setting
- sHands-on with Docker + Kubernetes (AKS preferred
- )Experience with CI/CD pipelines (Azure DevOps or GitHub Actions
- )Experience implementing monitoring/alerting for production system
s
Collaboration & Suppo
- rtAct as the primary platform contact for Model Op
- s.Provide support and participate in incident response and root-cause analysi
- s.Mentor junior engineers to enable L1/L2 support and contribute to internal platform standard
s.
Preferred Qualificati
- onsDataiku DSS (Automation node, API node, scenari
- os)Azure services (ML, Storage, Key Vault, Monit
- or)MLflow or model registry experie
- nceLangChain / RAG / vector databa
- sesObservability tools (Monte Carlo, Langsmith, Datadog or equivalen
ts)
📌 Senior Data Platform Engineer ModelOps (Bengaluru)
🏢 DigiKey Global Capability Center
📍 Bengaluru
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