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Is there any implements of horizontal federated learning on real world dataset

Open emrekapusuzz opened this issue 3 years ago • 3 comments

Hi, I am interested in horizontal federated learning, Can I implement horizontal federated learning on real life datasets?

emrekapusuzz avatar May 16 '22 11:05 emrekapusuzz

@emrekapusuzz do you mean customizing the data loader or a new dataset?

chaoyanghe avatar May 17 '22 02:05 chaoyanghe

@emrekapusuzz do you mean customizing the data loader or a new dataset?

New dataset for example from kaggle, I didn't see any other implementation about this so I wanted to ask.

emrekapusuzz avatar May 17 '22 06:05 emrekapusuzz

@emrekapusuzz yes. you can customize whatever data loader as you like by following the FedMLRunner API. Please check our examples at:

https://github.com/FedML-AI/FedML/tree/master/python/examples

and many applications' implementations at:

https://github.com/FedML-AI/FedML/tree/master/python/app

chaoyanghe avatar Aug 19 '22 16:08 chaoyanghe

The latest FedML version supports many more horizontal Federated Learning applications across various domains as well as in healthcare: https://github.com/FedML-AI/FedML/tree/master/python/app/healthcare.

fedml-dimitris avatar Oct 25 '23 01:10 fedml-dimitris