operations (provisioning, patching, subscription/content management, and drift remediation). Collaborate with Puppet...
, and Python running on GCP Implement automated tests and validation to detect data drift or labeling inconsistencies...
triggered by drift detection, new data arrival, or scheduled intervals. Build observability for model health, drift, inference...
behavior and drift. Support investigations into AI-related security incidents, including adversarial attacks and model...
, and cloud-native compute. Establish evaluation frameworks: bias, drift, explainability, reliability, performance. Lead complex...
intervention and ensure consistent operation. Proactively identify and remediate configuration drift and data integrity issues...
: Continuously monitor model performance, identify critical issues like "model drift" or decay, and proactively optimize costs...
development concepts (training, validation, metrics, drift management) Understanding of edge computing, firmware dependencies...
environments (e.g., Kubernetes, EKS, AKS, GKE). Implement monitoring tools to track model performance and drift in production...
versioning, deployment strategies (e.g., canary, A/B testing), monitoring for drift and performance, and decommissioning. Bring...