Evidently ai
Evidently ai, open-source Python package for analyzing and monitoring machine learning models
Evidently AI Official Website, Open-source Python Package for Analyzing and Monitoring Machine Learning Models
What is Evidently AI?
Evidently is an open-source Python package designed for analyzing and monitoring machine learning models. The software is developed to create an easy-to-monitor machine learning dashboard and detect data drift. It's designed for production use, making it ideal for data pipelines. However, it can also be used during the development phase.
Evidently AI Official Website:https://www.evidentlyai.com/
This project has over 3.5k+ stars on Github.
https://github.com/evidentlyai/evidently
Evidentlyis a tool for monitoring model performance, generating interactivevisual reportsandin JSON format.performance briefscan be used in Jupyter Notebook.Currently, it offers
6 types ofreports: Data Drift, Numerical Target Drift, Categorical Target Drift, Regression Model Performance, Classification Model Performance, and Probability Classification Model Performance.Reports: Data Drift, Numerical Target Drift, Classification Target Drift, Regression Model Performance, Classification Model Performance, and Probability Classification Model Performance.