- Homepage: leaf.cmu.edu
- Paper: "LEAF: A Benchmark for Federated Settings"
- FEMNIST
- Overview: Image Dataset
- Details: 62 different classes (10 digits, 26 lowercase, 26 uppercase), images are 28 by 28 pixels (with option to make them all 128 by 128 pixels), 3500 users
- Task: Image Classification
- Sentiment140
- Overview: Text Dataset of Tweets
- Details 660120 users
- Task: Sentiment Analysis
- Shakespeare
- Overview: Text Dataset of Shakespeare Dialogues
- Details: 2288 users
- Task: Next-Character Prediction
- Install the libraries listed in
requirements.txt
- I.e. with pip: run
pip3 install -r requirements.txt
- I.e. with pip: run
- Go to directory of respective dataset for instructions on generating data
models
directory contains instructions on running baseline reference implementations