Experience with CI/CD pipelines and MLOps tooling for model deployment and drift detection Knowledge of machine learning...
and investigate issues related to latency, failures, model drift, hallucination, prompt misbehavior, or broken integrations...
Management & Mitigation: Proactively identify technical risks (e.g., model drift, data drift, bottlenecks) and devise solutions...
AI deployment and compliance frameworks Knowledge of model versioning, drift detection, and scalable rollback strategies...
between upstream producers and downstream consumers. Implement automated validation frameworks to monitor data freshness, schema drift...
ML pipelines using AI/ML Ops tools Risk Mitigation: Identify and address risks in AI/ML systems including bias, drift...
optimization Monitor models in production for accuracy, drift, and reliability Collaborate with product managers, data scientists...
for models, and implement MLOps practices, including monitoring for data drift. Analytics and Visualization: Create dashboards...
/observability (logs, metrics, usage dashboards), handle versioning, drift detection, and lifecycle management. Maintain agents... including model monitoring, drift detection, and A/B testing. Understanding of responsible AI principles and experience...
detection, cost monitoring, prompt performance, drift detection Model evaluation frameworks Experience with LangChain...