16 Aug
|
Rakuten Symphony
|
Bengaluru
16 Aug
Rakuten Symphony
Bengaluru
Job Title: MLOps Lead - Enterprise AI Platform
Location: Bangalore (Hybrid)
Responsibilities:
Strategic Platform Architecture:
• Lead the architectural vision, design, and continuous evolution of the Platform, ensuring alignment with business objectives, security standards, and scalability requirements.
• Drive the adoption and integration of open-source MLOps tools (Kubeflow, MLflow, Feast, KServe, Alibi-Detect, Evidently AI, Spark, etc.) into a cohesive, production-ready enterprise solution. • Define platform standards, best practices, and architectural patterns for MLOps development and operations.
Technical Leadership & Implementation Oversight:
• Act as the primary technical authority and lead for the MLOps initiative, guiding both DevOps/Platform and MLOps/Data Science teams through the phased development plan.
• Oversee the implementation of core platform components, ensuring robust integration, performance, and adherence to architectural blueprints.
• Provide expert guidance on Kubernetes-native MLOps practices, distributed computing for ML (Spark,
Kubeflow Training Operators), and model serving strategies (KServe).
Enterprise Security, Governance & Multi-Tenancy:
Architect and oversee the implementation of enterprise-grade security features including SSO (Keycloak), secrets management (HashiCorp Vault), and fine-grained access control (Kubernetes RBAC, OPA Gatekeeper) for data and platform resources.
• Design and enforce multi-tenancy models that provide solid isolation, resource governance, and secure data access for internal teams and external customers.
• Ensure the platform meets stringent compliance requirements through comprehensive audit logging, tracing (Fluentd, ELK/OpenSearch, Prometheus/Grafana), and data lineage considerations.
ML Lifecycle & Data Management Expertise:
• Architect and integrate a robust Feature Store (tool like Feast) for consistent feature engineering, management, and serving across training and inference.
• Lead the integ
📌 Lead MLOps (Bengaluru)
🏢 Rakuten Symphony
📍 Bengaluru