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Site Navigation

  • Getting started
  • User Guide
  • API Documentation
  • Tutorial
  • Component
    • Developer
  • GitHub

Section Navigation

  • Preprocessing
    • DataFrame
    • Weight Of Evidence encoding
  • Private Set Intersection(PSI)
  • MPC Machine Learning
    • Linear Models
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  • Federated Learning
    • Horizontal Federated Learning
      • Federated NN Model
      • Horizontally Federated XGBoost
    • Vertical Federated Learning
      • Split Learning
      • Vertically Federated XGB (SecureBoost)
      • SplitRec: When Split Learning in Secretflow meets Recommandation System
        • Effectiveness
        • Efficiency
        • Security
    • Mix Federated Learning
  • User Guide
  • Federated Learning
  • Vertical...

Vertical Federated Learning#

This mode applies to the situation where multi participants share the same sample ID space but differ in feature space.

  • Split Learning
  • Vertically Federated XGB (SecureBoost)
  • SplitRec: When Split Learning in Secretflow meets Recommandation System

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Horizontally Federated XGBoost

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Split Learning

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