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DagsHub

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Code versioning
Data versioning
Experiment tracking
Artifact tracking
Model registry

DagsHub is a platform for versioning data, models, and code.

Use it when

  • You want pre-configured data storage.
  • You want a data versioning platform based on open-source tools.
  • You want integrated data annotation, tracking versioning, and managing tools.
  • You want integrated collaboration tools.
  • You want to manage an end-to-end open source MLOps stack from a single UI.
  • You want easy integration into an existing project.
  • You want a language agnostic platform.

Watch out

  • Only the DagsHub client is open-source and requires signing up.
  • The DagsHub client covers data logging to the DagsHub Storage, data queries, and downloads of your logged data.
  • The free plan only works with DagsHub Storage.
  • Using your designated storage requires an Organization plan.
  • The open-source tools (DVC and Git) must be installed on your local or cloud machine.

Example stacks

Airflow + MLflow stack

Installation

pip install dagshub

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