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Federated Learning vs Distributed Learning


Author: Stephanie Shen

Integrated data mining and research analysis tools are no longer practical due to the large amount of data. Recently, distributed and federated machine learning has been gaining favor due to their ability to analyze larger data sets. Here are some related research resources that can help you better understand the difference between these two.

  1. Decentralized & Collaborative AI on Blockchain (Microsoft Research,2019)

  2. Privacy-Preserving Deep Learning (Cornell Tech, 2015)

  3. How to Backdoor Federated Learning (Cornell Tech, 2019)

  4. Towards Fair and Privacy-Preserving Federated Deep Models (The University of Melbourne, 2020)

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