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Evidently

Evaluate, test and monitor ML and LLM models

Developer Tools & Git ★ 7.8k stars Medium setup Apache-2.0

Evidently is an open-source framework for evaluating, testing and monitoring machine-learning and LLM models in production. It includes a self-hostable monitoring UI for tracking model quality over time.

Key features

  • Data and model drift checks
  • Self-hosted monitoring UI
  • LLM evaluation
  • Test suites

Strengths

  • Released under the Apache-2.0 license
  • First-class Docker support for quick deployment
  • Mature project with 7.8k GitHub stars
  • Written in Jupyter Notebook

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