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This is in part to the medium blog

Instructions

Set up the environment with requirements.txt(pip) or environment.yml(conda)

Use npm or yarn to install node dependencies.

Download dataset and extract:

http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz

http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz

Run in following order.

python create_model.py
./to_tfjs.sh
node train_on_cpus.js
node convert_tfjs_to_keras.js
python client_fed_average.py

youtube video link: https://youtu.be/iihM0-rcXrM