What is Evidently?

What is it?

Evidently helps analyze machine learning models during validation or production monitoring. It generates interactive reports or JSON profiles from pandas DataFramesor csv files.

The tool currently works with tabular data. 6 reports are available.

Detects changes in feature distribution.

Part of the Data Drift report

Detects changes in numerical target and feature behavior.

Part of the Numerical Target Drift report

Detects changes in categorical target and feature behavior.

Part of the Categorical Target Drift report

Analyzes the performance of a regression model and model errors.

Part of the Regression Performance report

Analyzes the performance and errors of a classification model. Works both for binary and multi-class models.

Part of the Classification Performance report

Analyzes the performance of a probabilistic classification model, quality of the model calibration, and model errors. Works both for binary and multi-class models.

Part of the Probabilistic Classification Performance report