Evidently AI
Evidently AI is an open-source Python library for monitoring and evaluating machine learning models in production. It helps data scientists and ML engineers track model performance, detect data drift, and assess data quality through interactive reports and dashboards. The tool is designed to integrate seamlessly into ML pipelines to ensure models remain reliable and effective over time.
Developers should learn Evidently AI when building or maintaining production ML systems that require continuous monitoring for issues like concept drift, data quality degradation, or model performance decay. It is particularly useful in scenarios involving dynamic data environments, such as recommendation systems, fraud detection, or any application where model retraining or alerting is needed based on real-time insights.