Federated learning and differential privacy in DL: healthcare applications

Nil Adell Mill

Short project

In progress...

Installation

In order to use you need to install Selene-SDK and PySyft. What has worked so far for me in clean installs was to, first, use conda to create a new environment with the env file provided in this repo conda env create -f environment.yml

, then, install Selene from source

git clone https://github.com/FunctionLab/selene.git
cd selene
pip install .

, and finally, install PySyft (tweaked version*)

git clone -b dev-quickfix-cuda https://github.com/niladell/PySyft.git
cd PySyft
pip install .

*Disclaimer: Altough this is something that is gonna be solved soon (I hope). As of today the current version of PySyft's federated learning breaks. I added a dirty-fix here; you can also check the original issue to see if there's any progress.