MindSpore

Deployment

  • Obtaining MindSpore Federated
  • Horizontal Federated Cloud-based Deployment
  • Horizontal Federated Device-side Deployment
  • Vertical Federated Deployment

Horizontal Application

  • Federated Learning Image Classification Dataset Process
  • Implementing an Image Classification Application of Cross-device Federated Learning (x86)
  • Implementing a Sentiment Classification Application (Android)
  • Implementing a Cloud-Slio Federated Image Classification Application (x86)
  • Implementing a Cross-Silo Federated Target Detection Application (x86)

Vertical Application

  • Vertical Federated Learning Data Access
  • Vertical Federated Learning Model Training - Wide&Deep Recommendation Application
  • Vertical Federated Learning Model Training - Pangu Alpha Large Model Cross-Domain Training

Security and Privacy

  • Horizontal FL-Local Differential Privacy Perturbation Training
  • Horizontal FL-Local Differential Privacy SignDS training
  • Horizontal FL-Pairwise encryption training
  • Vertical Federated-Privacy Set Intersection
  • Vertical Federated-Feature Protection Based on Information Obfuscation
  • Vertical Federated - Feature Protection Based on Trusted Execution Environment
  • Vertical Federated - Label Protection Based on Differential Privacy

Communication Compression

  • Device-Cloud Federated Learning Communication Compression
  • Vertical Federated Learning Communication Compression

Horizontal Federated API Reference

  • Federated Server
  • Device-side Client
  • Cross-Silo

Vertical Federated API Reference

  • Data Join
  • Vertical Federated Learning Communicator
  • Vertical Federated Trainer

References

  • FAQ

RELEASE NOTES

  • Release Notes
MindSpore
  • »
  • Overview: module code

All modules for which code is available

  • mindspore_federated.common.config
  • mindspore_federated.common.vfl_utils
  • mindspore_federated.data_join.io
  • mindspore_federated.data_join.worker
  • mindspore_federated.startup.compress_config
  • mindspore_federated.startup.federated_local
  • mindspore_federated.startup.server_config
  • mindspore_federated.startup.ssl_config
  • mindspore_federated.startup.vertical_federated_local
  • mindspore_federated.trainer._fl_manager
  • mindspore_federated.trainer.vfl_model

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