WhyLabs whylogs
Automatically log data from your ML pipelines. Create statistical data summaries that help you detect and fix potential causes of training-serving skew.

Validate Data with WhyLabs whylogs

Data logging and profiling are an integral part of any production ML pipeline. WhyLabs whylogs is an open-source library that analyzes your data and creates statistical summaries called whylogs profiles. whylogs profiles can be visualized locally or uploaded to the WhyLabs platform, where more comprehensive analyses can be carried out. ZenML integrates seamlessly with WhyLabs whylogs, requiring only minimal changes to the user code. Under the hood, ZenML handles the whylogs initialization, profile serialization, versioning, persistence, and even uploading generated profiles to WhyLabs.
WhyLabs whylogs

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