Skip to content

WIP: Fine Grained Workflow API Tutorial#1666

Open
psfoley wants to merge 1 commit into
securefederatedai:developfrom
psfoley:fine-grained-wf-api
Open

WIP: Fine Grained Workflow API Tutorial#1666
psfoley wants to merge 1 commit into
securefederatedai:developfrom
psfoley:fine-grained-wf-api

Conversation

@psfoley

@psfoley psfoley commented Jul 9, 2025

Copy link
Copy Markdown
Contributor

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]>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant