MLOps Leadership : Build and evolve model deployment pipelines, registries, and monitoring frameworks. Tooling & Integration : Implement and optimize SageMaker , Databricks , MLflow , and related orchestration tools. Governance & Risk : Ensure compliance with model governance , auditability , and AI safety standards . Operational Excellence : Drive reproducibility, lineage tracking, drift detection, and rollback strategies. Hands … experience with SageMaker , Databricks , MLflow , and CI/CD for ML. Proven track record in operationalizing ML models at scale . Knowledge of model governance , compliance, and risk management. Familiarity with feature stores , model registries , and observability tools (Langfuse, Observe). Preferred Tech Kubernetes (EKS/on-prem), Airflow, Step ...