whylabs/whylogs

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈

Jupyter NotebookPythonHTMLJavaJavaScriptCSSOtherpythondata-sciencemachine-learninganalyticsloggingconstraintsdatasetdataopsdata-pipelinedata-qualitycalculate-statisticsdata-constraintsmlopsmodel-performanceml-pipelinesai-pipelinesapproximate-statisticsstatistical-properties
This is stars and forks stats for /whylabs/whylogs repository. As of 28 Apr, 2024 this repository has 2364 stars and 104 forks.

The open standard for data logging Documentation • Slack Community • Python Quickstart • WhyLabs Quickstart What is whylogs whylogs is an open source library for logging any kind of data. With whylogs, users are able to generate summaries of their datasets (called whylogs profiles) which they can use to: Track changes in their dataset Create data constraints to know whether their data looks the way it should Quickly visualize key summary statistics...
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