What is Evidently AI?
Evidently is an open-source library for monitoring ML models in production. Generate visual reports on data quality, data drift, model performance, and target drift. Essential for any production ML system — models degrade silently without monitoring.
Quick start
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pip install evidently 2
from evidently.report import Report 3
from evidently.metric_preset import DataDriftPreset 4
report = Report(metrics=[DataDriftPreset()])
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report.run(reference_data=ref, current_data=curr)
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report.save_html("report.html")
Use cases
→Data drift detection
→Model performance monitoring
→Data quality reports
→Production ML health checks
Compatible models
Framework agnostic — monitors any model's input/output data
Why this matters for India
// india context
Non-negotiable for production ML. A model deployed without monitoring is a liability.