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@psfoley psfoley commented Jul 9, 2025

This PR:

  • Represents a first in a tutorial series on demystifying federated learning - which will walk through the considerations when implementing an FL framework at a low level
  • Demonstrates through the OpenFL Workflow API the importance of:
    • Security for FL
    • Reducing Communication cost
  • Introduces methods for manipulating model weights and applying compression
  • Demonstrates ease of implementing exfiltration attacks through models
  • Performs a comparison between compression and it's effect on final model accuracy

The tutorial can be launched through Google Colab here: Open In Colab

Todo:

  • Refactor low level interfaces from notebook into openfl.experimental namespace (i.e. openfl.experimental.model, openfl.experimental.compression)

…rmation transfer between parties using Workflow API

Signed-off-by: Patrick Foley <[email protected]>
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