. Develop and maintain automated evaluation pipelines that continuously audit model outputs, monitor quality drift, and validate...
gold-standard datasets and red-team scenarios;establish data governance and drift monitoring practices. o Ensure safety...
qualitative) Build regression tests that prevent simulation fidelity drift over time Engineer environmental realism Implement...
scientists and engineers to define and track model performance, data drift, and pipeline failures Implement and enforce...
management, and cloud-native architectures. Define and track model performance, drift, bias, and GenAI evaluation metrics...
systems: MLflow (or equivalent), feature stores, model registry, drift detection, automated testing. Engineer solutions...
. Diagnose systemic issues (drift, feedback loops, cold start, pacing imbalance, auction inefficiencies) and lead cross...
. Diagnose systemic issues (drift, feedback loops, cold start, pacing imbalance, auction inefficiencies) and lead cross...
implementation for audit readiness: logging, access control, traceability, configuration drift detection. Containers, Kubernetes...
/shadow → monitoring & drift response. Serve as escalation for production incidents;drive post-mortems, defect SLAs...