secretflow/secretflow

A unified framework for privacy-preserving data analysis and machine learning

PythonOthermachine-learningdata-analysishomomorphic-encryptiondifferential-privacyprivacy-preservingfederated-learningtrusted-execution-environmentprivate-set-intersectionsplit-learningsecure-multiparty-computation
This is stars and forks stats for /secretflow/secretflow repository. As of 28 Apr, 2024 this repository has 1755 stars and 321 forks.

简体中文|English 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,...
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