FedOps Industry Pack
FedOps can actually be used in many industries and provides usecases.
Healthcare Domain
FedOps Healthcare Usecase
Korean Emergency Room(ER) Data for Severity Analysis: Analyzing patient severity using Korean NEDIS data.
Data Management Without Transfer: Each institution independently utilizes its own data for analysis, avoiding data movement.
Local Model Training and Evaluating: FL clients train/evaluate(test) models with this data, then report to FL Server.
Local Model Evaluation and Client Selection: FL server assesses performance of local models for optimal global model creation.
LMECS in Multi-Institutional ERs: Enhances early identification of high-risk patients without data movement.