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Deployment and monitoring tools using Docker, Kubernetes, Prometheus, and Grafana

Deployment and monitoring tools using Docker, Kubernetes, Prometheus, and Grafana

8. Deployment and Monitoring Tools and Services: Containerization: Docker for packaging models; Kubernetes for scaling deployments. Monitoring Tools: Prometheus and Grafana for tracking model performance and system health. Feedback Loops: Tools like Azure Monitor to gather user feedback and integrate into retraining pipelines. Rationale: Containers simplify scaling across cloud and edge environments. Continuous monitoring and feedback ensure model robustness and adaptabili Mehr sehen