ML Model Monitoring & Alerting

[ringo380]

Goal

Implement drift detection and real-time performance degradation alerts.

Proposed Improvements

• Model drift detection algorithms
• Real-time accuracy monitoring
• Performance degradation alerts
• Automated rollback on critical issues

Success Metrics

• Drift detection within 24 hours
• Alert response time <5 minutes
• False positive rate <5%