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GVP隐语SecretFlow / secretflow

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README.md

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SecretFlow is a unified framework for privacy-preserving data intelligence and machine learning. To achieve this goal, it provides:

  • An abstract device layer consists of plain devices and secret devices which encapsulate various cryptographic protocols.
  • A device flow layer modeling higher algorithms as device object flow and DAG.
  • An algorithm layer to do data analysis and machine learning with horizontal or vertical partitioned data.
  • A workflow layer that seamlessly integrates data processing, model training, and hyperparameter tuning.

Documentation

Install

Please check INSTALLATION.md

Deployment

Please check DEPLOYMENT.md

Contributing

Please check CONTRIBUTING.md

Disclaimer

Non-release versions of SecretFlow are prohibited to use in any production environment due to possible bugs, glitches, lack of functionality, security issues or other problems.

About

隐语 secretflow 是由蚂蚁发起的隐私计算通用框架,本仓库mirror自github对应仓库,更新时效可能有延时。 expand collapse
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