What is Evidently AI?
It 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.
Evidently AI is a tool in the Machine Learning Tools category of a tech stack.
Evidently AI is an open source tool with 4.6K GitHub stars and 523 GitHub forks. Here’s a link to Evidently AI's open source repository on GitHub
Evidently AI's Features
- Quickly visualize model performance and important metrics. Get a prioritized list of issues to debug
- Compare recent data with the past. Learn which features changed and if key models drivers shifted. Visually explore and understand drift
- Understand how model predictions and target change over time. If the ground truth is delayed, catch the model decay in advance
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