DA-FKD: Domain Aware Federated Knowledge Distillation

Advance Machine Learning Paper - 2

Aaditya Baranwal (B20EE001)

System Requirements

• OS: Ubuntu 20.04/22.04 / Windows 10/11
• Python: >=3.6
• conda: >=23.0.0
• Follow the steps below to install the required packages

conda create -n <ENV-NAME> python=3.9
conda activate <ENV-NAME>
pip install -r requirements.txt

Clone the repository

• Navigate to the directory where you want to clone the repository: < DIR >

git clone <REPO URL>

• Navigate to the cloned repository

cd <DIR>/DA-FKD

Download the Dataset

• URL:

  https://github.com/zalandoresearch/fashion-mnist/tree/master/data

Train the Teacher Model

• Do this once to make th sh file executable

  chmod +x run_fed_standalone.sh

• Run the following command to train the teacher model

  sh run_fed_standalone.sh