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Whylogs

Open-source data and ML monitoring

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Key Features

  • Data quality monitoring
  • Model behavior tracking

Developer Review

Pros

  • Open-source standard for data logging and profiling.
  • Effective for data quality monitoring and drift detection in ML pipelines.
  • Integrates with WhyLabs for a managed observability platform.

Detailed Review

Whylogs is an open-source library for data logging that enables robust data quality monitoring and drift detection, crucial for maintaining reliable ML and LLM applications. It allows for lightweight data profiling and can be integrated with the WhyLabs platform for enhanced observability and alerting.