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Awesome Machine Learning Model Management Frameworks

This repository lists various frameworks and tools which support developing and managing machine learning models.

  • Comet: Track code, experiments and results on ML projects
  • DVC: Version control system for machine learning projects
  • Flor: Logger and automatic version controller for data scientists
  • Guild AI: Run, track, and compare machine learning experiments
  • MLflow: Platform for the machine learning lifecycle
  • Sacred: Configure, organize, log and reproduce computational experiments

For an extensive evaluation of DVC, MLflow and Sacred have a look at the blog post Frameworks for Machine Learning Model Management by Nico Kreiling.

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A list of tools for machine learning model management

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