Evidently (EN)

Tool

Open-source framework for monitoring and validation of ML models

Evidently Architecture

flowchart TD     A[Input Data] --> B[Data Validation]     B --> C[Metric Calculation]     C --> D[Model Evaluation]     D --> E[Drift Detection]     E --> F[Report Generation]     F --> G[Dashboard/Alerts]          subgraph "Evidently Components"         B         C         D         E     end          subgraph "Output"         F         G     end

In Context

  • Typically used together with MLflow, Kubeflow, and MLOps pipelines
  • Related to: Model Monitoring, Data Drift, ML Validation
  • Example use case: Monitoring recommendation systems in e-commerce platforms
Quelle: AI Generated