Terraform plan/apply failures and resolve configuration drift. Refactor legacy or manual Azure resources into Terraform-managed...
for model validation, performance monitoring, and drift detection in production environments. Collaborate closely with data.... Expertise in model monitoring, drift detection, and performance optimization for production models. Strong understanding...
detection, exploit signal monitoring. Build AI-specific incident playbooks: hallucination incidents, governance policy drift...
, completeness, drift). Partner closely with Data Science on Model Development & Design, leakage prevention, calibration, bias...
detection, exploit signal monitoring. Build AI-specific incident playbooks: hallucination incidents, governance policy drift...
, MLflow, Weights & Biases). Strong understanding of observability and evaluation for generative systems (bias, drift...
Monitor environment health and proactively identify: Configuration drift Technical debt Stability risks Build...
microservices and event-driven workflows. Implement model observability and drift detection, logging key metrics (accuracy, latency...
load performance. Contribute to dashboards or observability tools enhanced with AI-based insights for drift detection...
with Policy Controller. Enable GitOps practices for CI/CD and drift detection across clusters. Operations & Reliability... and remediate drift detection issues. Collaborate with security teams to ensure cloud-native security best practices. Leadership...