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Evidently AI

Open-source ML monitoring for production model health

Data & Analytics
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Evidently AI

Open-source ML monitoring for production model health

Evidently AI is an open-source tool for monitoring machine learning models and data pipelines in production. It automatically generates visual reports on data drift, model performance degradation, and data quality issues — giving ML engineers early warning before model failures impact business outcomes. Evidently integrates with MLflow, Airflow, and CI/CD pipelines to run checks as part of automated workflows. The open-source library handles tabular data, NLP models, and LLM applications.

Key Features

  • Data drift detection
  • Model performance monitoring
  • Data quality reports
  • LLM evaluation
  • MLflow and Airflow integration
  • Open-source library
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