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Whitebox

Whitebox

Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes

Documentation: https://whitebox-ai.github.io/whitebox/

Source Code: https://github.com/whitebox-ai/whitebox

Roadmap: https://github.com/whitebox-ai/whitebox/milestones

Issue tracking https://github.com/orgs/whitebox-ai/projects/1/views/3

Discord: https://discord.gg/bkAcsx4V

Whitebox is a dynamic open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes.

The current key features are:

  • Descriptive statistics
  • Classification models evaluation metrics
  • Data / Concept drift monitoring
  • Explainable AI
  • Alerts

Design guidelines:

  • Easy: Very easy to set up and get started with.
  • Intuitive: Designed to be intuitive and easy to use.
  • Pythonic SDK: Pythonic SDK for building your own monitoring infrastructure.
  • Robust: Get production-ready MLOps system.
  • Kubernetes: Get production-ready code. With automatic interactive documentation.