drift, provide clinical annotation and feedback to enhance model quality Customer Feedback, Engagement & Product Adoption...
complex issues across hardware + software + networking (timing drift, dropped frames, driver issues, flaky connections...
., Terraform) to reduce manual drift and improve repeatability. Maintain platform documentation: configuration baselines...
);drive structured containment when signals drift. Supplier quality: Define Incoming Inspection Criteria, definition based...
and manage security testing methodologies (e.g., adversarial testing, data drift monitoring) specific to machine learning models...
;environment provisioning;drift detection;multi-account/multi-subscription governance. Security by Design: SAST, DAST, SCA...
and agentic workflows. Observability and incident response: define logging/telemetry (model inputs/outputs, drift, performance..., drift/quality metrics, safety events) with SIEM/SOAR integration. Hands-on with infrastructure-as-code (Terraform...
or Ansible to manage configuration drift and deployment. Move beyond ‘up/down’ monitoring. Build sophisticated dashboards...
, helping teams iterate based on evidence. Monitors performance metrics over time, detects trends or drift, and initiates...
or Ansible to manage configuration drift and deployment. Move beyond ‘up/down’ monitoring. Build sophisticated dashboards...