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Hugging Face Releases Skops

·2022.08.12 09:00

Key point

Hugging Face has released the Skops library, which supports hub hosting and documentation of scikit-learn models.

Details

Hugging Face has released Skops, a new library that makes it easy to securely host scikit-learn models on the Hugging Face Hub, and to write model cards and collaborate.

To improve the reproducibility and explainability of models, Skops offers the following features:

  • Model hosting and management: Using tools like joblib, serialized models can be uploaded to the hub, and the model's task type and requirements can be configured.
  • Automated model card generation: Model cards are generated programmatically, including metadata such as the model's hyperparameters, interactive diagrams, and license.
  • Reproducibility support: A local repository is created that includes the requirements of the model training environment and data examples, helping with model deployment and management.

Through this, developers can more systematically document and share scikit-learn-based models for structured data.

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