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