AI / ML Engineer
tracking, retraining, and drift detection. Follow Optum standards for model reviews, documentation, and approvals...
tracking, retraining, and drift detection. Follow Optum standards for model reviews, documentation, and approvals...
monitoring/observability dashboards: track model accuracy, latency, drift and work with backend engineers to integrate...
using preferred client technologies. Translate open-ended client challenges, such as model drift, OCR alternatives...
capabilities Model lifecycle practices (e.g., reproducibility, versioning, monitoring/drift awareness);familiarity with MLOps...
AI deployment and compliance frameworks Knowledge of model versioning, drift detection, and scalable rollback strategies...
) Ability to embed security controls into CI/CD pipelines and platform guardrails. Familiarity with configuration-drift...
optimization Monitor models in production for accuracy, drift, and reliability Collaborate with product managers, data scientists...
, partial implementations, or policy drift. Audit & Lifecycle Management Ensure all implemented rules are properly tagged...
signals with production telemetry against defined SLOs Provide actionable reporting on SLO variance, drift, and per-endpoint...
. Model Lifecycle Management (MLOps): Ensure all models are monitored for "drift" and maintained for long-term accuracy...