S
secretflow
secretflow/secretflow
A unified framework for privacy-preserving data analysis and machine learning
★2.7kstars
Python
Apache-2.0
Updated: 1w ago
📋 Project at a Glance
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What's this?A confidential-computing/data-analysis tool in the Security & Governance category, built with Python, open-source
Who made it?Maintained by secretflow team, 2.7K⭐ on GitHub, #87 out of 413 in Security & Governance
Why does it exist?The secretflow team recognized that existing confidential-computing tools in Security & Governance were hard to use. secretflow was designed to make data-analysis more accessible.
What can it do?Key use cases: differential-privacy, federated-learning, homomorphic-encryption
How to install with AI?Use an AI coding assistant (Claude Code, Cursor, Copilot) to automatically set up pip dependencies and virtual env. Follow the README — the AI handles the rest.
🔗 github.com/secretflow/secretflow | 官网 https://www.secretflow.org.cn/docs/secretflow/en/
🔗 github.com/secretflow/secretflow | 官网 https://www.secretflow.org.cn/docs/secretflow/en/
Topics
confidential-computingdata-analysisdifferential-privacyfederated-learninghomomorphic-encryptionmachine-learningprivacy-preservingprivate-set-intersectionsecure-multiparty-computationsplit-learningtrusted-execution-environment