Comparison of Federated Learning and Split Learning for

Healthcare Imaging

See TFFederated_coarse_grain.ipynb and TFFederated_fine_grain.ipynb notebooks for training Federated Learning models (Coarse and Fine grained).
SplitLearning_launcher.ipynb Trains Split Learning Models.
WriteTFrecords.ipynb generated TFRecords dataset based on the .csv files.
csv.zip: Defines the client datasets for both Split and Federated Learning, using either Uniform or Unbalanced datasets.

Models