Evidently is an open-source Python library for data scientists and ML engineers.It helps evaluate, test, and monitor data and ML models from validation to production. It works with tabular, text data and embeddings.
vidently helps evaluate and test data and ML model quality throughout the model lifecycle.
Code : [ Ссылка ]
Evidently has a modular approach with 3 components: Reports, Test Suites, and a Monitoring Dashboard. They cover different usage scenarios: from ad hoc analysis to automated pipeline testing and continuous monitoring.
Evidently has a simple, declarative API and a library of in-built metrics, tests, and visualizations.

Timestamp:

00:00:00 Introduction
00:02:25 What is Evidently AI
00:05:25 Model Monitoring Using Evidently AI
00:14:17 Model Performance Check Using Evidently AI
00:25:53 Target Drift Using Evidently AI
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