Federated Learning vs Distributed Learning

Deeplink
Deeplink Labs
Published in
Jul 21, 2021

by 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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Deeplink
Deeplink Labs

Introducing offchain data, machine learning & deep learning layers into blockchains. https://linktr.ee/deeplinknetwork