* Number of training samples = 429 {smaller batch}
* Number of training samples = 4270 {larger batch}
* Number of silos = 2
* Test Batch Size = 8 ( Reduced largely due to computational restrictions )
* Train Batch Size = 4
* lr = 0.001
* Optimizer = SGD
Note : DICOM images in the linked dataset are of the following dimension - [1024,1024]. In the provided code they were read as [3,128,128]. We could not increase the dimensions in which we read the images beyond this due to computational restricitions. Please note that the main aim of the paper is not to provide a state of the art model to detect pneumonia using Chest-X Rays but rather demonstrate the efficacy of the cross-silo FL setup with the given use case.