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Evidently AI

Open-source ML monitoring and testing

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Key Features

  • Data drift detection
  • Model performance analysis

Developer Review

Pros

  • Open-source tool for ML model monitoring and data drift detection.
  • Generates interactive reports and dashboards for model performance analysis.
  • Easy to integrate into existing MLOps pipelines.

Detailed Review

Evidently AI is an open-source Python library that helps evaluate, test, and monitor machine learning models in production. It generates interactive reports on data drift, model performance, and target drift, making it easier to understand and maintain ML systems over time.