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Use iFedAvg for tabular data interoperability check

Open Annie-LiGHT opened this issue 3 years ago • 0 comments

Related to #100 and #377 iFedAvg detects feature-wise biases in tabular data relative to each user.

Suggestion: use iFedAvg to test for these biases (in a "fake" training round) before entering officially into the DISCOllaboration.

  • Add Interoperability check at Train your model Screenshot 2022-07-14 at 14 55 02

  • Interoperability check Performs a round of FL/DL without saving the model to get the feature-wise weights/biases for that user only.

  • A heat map visualisation will highlight the features in that user's data that are systematically different

  • No other users biases are shared Screenshot 2022-07-14 at 15 03 37

Annie-LiGHT avatar Jul 14 '22 13:07 Annie-LiGHT