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MLflow - A platform for the machine learning lifecycle

The Wayback Machine - https://web.archive.org/web/20220107080311/https://mlflow.org/

  • Works with any ML library, language & existing code

  • Runs the same way in any cloud

  • Designed to scale from 1 user to large orgs

  • Scales to big data with Apache Sparkā„¢

MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components:

  • MLflow Tracking

    Record and query experiments: code, data, config, and results

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  • MLflow Projects

    Package data science code in a format to reproduce runs on any platform

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  • MLflow Models

    Deploy machine learning models in diverse serving environments

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  • Model Registry

    Store, annotate, discover, and manage models in a central repository

    Read more

Integrations with:

Organizations using and contributing to MLflow: