Evidently Drift Detector

Detect data drift, monitor model performance, and generate automated reports using Evidently AI.

Overview

This skill provides comprehensive capabilities for ML monitoring using Evidently AI. It enables detection of data drift, concept drift, target drift, and model performance degradation in production ML systems.

Capabilities

Data Drift Detection

• Feature-level drift detection
• Dataset-level drift analysis
• Multiple drift detection methods (KS, PSI, Wasserstein, etc.)
• Distribution visualization
• Drift magnitude quantification