examples

Examples

This directory contains various examples of using TF Encrypted:

• application examples of using TF Encrypted in various scenarios
  • simple-average very basic example computing an average to get started
  • federated-learning secure aggregation for federated learning
  • house-credit-default private predictions with a logistic regression model
  • joint-inference joint inference with model owner and prediction client
  • joint-train joint train with horizontally or vertically split dataset
• benchmark examples of benchmark TF Encrypted's performance
  • operation benchmark performance of basic mpc operations
  • inference benchmark performance of big neural networks inference
  • training benchmark performance of neural networks training
• models frequently used neural networks in these examples
• notebooks various examples using Jupyter notebooks

See the individual subdirectories for details, including instructions for running each example.