Open Federated Learning
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Contents:

  • Manual
    • Overview
    • Installation and Setup
    • Creating Initial Weights
    • Running a Federation Simulation
    • Running a Federation (MNIST Example)
Open Federated Learning
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Manual¶

  • Overview
    • What is Federated Learning?
    • Design Philosophy
    • Digital Certificates and PKI Requirements
      • Single Collaborator Cert Common Name Mode for testing
  • Installation and Setup
    • Installation
      • Requirements
      • Installing In The OpenFL Virtual environment
      • (Optional) Building Wheel Files
    • Configuring a Development/Testing Setup
      • Setting Defaults for Network settings
      • Creating Collaborator Lists
      • Configuring Collaborator Local Data Directories
    • Creating the Test PKI (Optional)
      • Create the Certificate Authority and Signing Key
      • Summary of Test PKI files
  • Creating Initial Weights
  • Running a Federation Simulation
    • Running a Federation Simulation (no network, single process)
    • The steps for running a simulation
    • Running a Federation Simulation (MNIST Example)
      • Setup and Installation
      • Creation of Initial Weights
      • Launch the Simulated Federation
      • Monitor the Progress
      • Explore Modifications
  • Running a Federation (MNIST Example)
    • Setup and Configuration
      • On the Aggregator
      • On each Collaborator Running on a Different Machine than the Aggregator
    • Running the Federation
      • On the Aggregator
      • On each Collaborator [col_number = ‘0’ and ‘1’]:
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