Advanced50 min
Monitoring Production AI Systems
Set up comprehensive monitoring for AI deployments
Last updated: 2024-12-29
Prerequisites
- Observability tools
- Metrics collection
- Alerting systems
1. Collect Metrics
Track inference latency, throughput, error rates, and resource usage.
2. Set Up Dashboards
Create Grafana dashboards to visualize model performance and system health.
3. Configure Alerts
Set up alerts for anomalies, performance degradation, and system failures.