← Back to Projects ML Observability 
ML Monitoring & Observability
Comprehensive ML monitoring with Evidently AI drift detection, CUSUM degradation detection, Prometheus metrics, Grafana dashboards, and automated drift reporting.
Overview
Production ML monitoring solution for detecting model degradation and data drift in real-time.
Architecture
- Evidently AI for data and model drift detection
- CUSUM and Page-Hinkley for degradation detection
- Prometheus for metrics collection
- Grafana dashboards for visualization
- Failure scenario simulation engine
Key Features
- Automated drift detection and alerting
- Statistical degradation detection
- Pre-built Grafana dashboards
- Failure scenario simulation for testing