Evidently Ai

Evidently AI is an open-source tool that provides monitoring capabilities for machine learning models in production. It offers various features to evaluate and test the performance of ML models, including evaluating model quality, detecting data drift, understanding target drift, and assessing data quality. Users can generate interactive reports in notebooks or export them as HTML files for visual evaluation, debugging, and sharing with the team. Evidently can be integrated into ML pipelines and monitoring services, enabling scheduled tests and logging of results. The tool has received positive feedback from the community for its model drift detection framework and plug-and-play features. It is user-friendly, simple to implement, and suitable for monitoring ML models in production environments.