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Federated Learning - Client

install

  1. install Python 3.7
  2. pip install --user virtualenv
  3. python -m venv ./venv
  4. .\venv\Scripts\activate
  5. pip install -r requirements.txt

Abstract

Federated Learning client-side process

FL_Base.py

MNIST run

  1. cmd - .\venv\Scripts\activate
  2. start command each client
python .\mnist_client.py --number 0
python .\mnist_client.py --number 1
python .\mnist_client.py --number 2
python .\mnist_client.py --number 3
python .\mnist_client.py --number 4
python .\mnist_client.py --number 5
python .\mnist_client.py --number 6
python .\mnist_client.py --number 7
python .\mnist_client.py --number 8

MIMIC-III

refer to mimic3-benchmarks
https://github.com/YerevaNN/mimic3-benchmarks

replace /mimic3models/in_hospital_mortality/main

ECG

refer to "Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network"
https://www.nature.com/articles/s41591-018-0268-3?source=techstories.org

https://github.com/awni/ecg