Federated Learning

Federated Learning最早版本

Federated Learning-加強版1

使用了MPC(secure multi-party communication)

Federated Learning-加強版2

使用了MPC(secure multi-party communication) over global gradient

Federated Learning-加強版3

更安全 但更難scalable, resource issue, 仍然有data leak issue

Federated Learning-加強版4: Different Policy

Add Noise!

結論: 凡事都是trade-off

如果我們要train一個model又有效而且準確度高, 勢必data leak

Reference

KDD Invited Talks — Preserving Data Privacy in Federated Learning — Xiaokui Xiao — YouTube

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An machine learning engineer in Bay Area in the United States

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Arthur Lee

Arthur Lee

22 Followers

An machine learning engineer in Bay Area in the United States