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Explore an in-depth tutorial on Evidently AI, an open-source Python library for ML model monitoring and observability. Learn how to evaluate, test, and monitor data and machine learning models throughout their lifecycle, from validation to production. Discover Evidently's modular approach, including Reports, Test Suites, and Monitoring Dashboard, and its application to tabular and text data. Gain hands-on experience with practical demonstrations of model monitoring, performance checks, and target drift analysis using Evidently AI's simple, declarative API and built-in metrics, tests, and visualizations.
Syllabus
Introduction
What is Evidently AI
Model Monitoring Using Evidently AI
Model Performance Check Using Evidently AI
Target Drift Using Evidently AI
Taught by
Krish Naik