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Awesome GitHub RepositoriesPrivacy Computing Frameworks

Integrated platforms for executing secure multi-party computation and privacy-preserving machine learning.

Distinct from Privacy-Preserving Compute Engines: Shortlist candidates focus on specific engines or ML techniques, not the overarching framework identity.

Explore 1 awesome GitHub repository matching security & cryptography · Privacy Computing Frameworks. Refine with filters or upvote what's useful.

Awesome Privacy Computing Frameworks GitHub Repositories

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  • secretflow/secretflowAvatar von secretflow

    secretflow/secretflow

    2,629Auf GitHub ansehen↗

    SecretFlow is a privacy computing framework and platform designed for secure multi-party computation, federated learning, and privacy-preserving data analysis across independent nodes. It provides a management system to coordinate secure workloads and cryptographic tasks across a distributed cluster. The project enables joint data analysis and machine learning on partitioned datasets using cryptographic protocols. It allows for the training of models and the execution of analytical queries across multiple parties without exposing raw source information to any single participant. The framewor

    Provides a comprehensive framework for secure multi-party computation and privacy-preserving machine learning across distributed nodes.

    Pythonconfidential-computingdata-analysisdifferential-privacy
    Auf GitHub ansehen↗2,629
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