UpTrain is an open-source, data-secure tool for ML practitioners to observe and refine their ML models by monitoring their performance, checking for (data) distribution shifts, and collecting edge cases to retrain them upon. It integrates seamlessly with your existing production pipelines and takes minutes to get started 
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Checkout our Github here: GitHub - uptrain-ai/uptrain: Your open-source ML monitoring and refinement toolkit.