Development Of a Federated Learning Model for Fair Healthcare Data Analysis in Selected African Countries
Federated learning (FL) offers a privacy-preserving approach to collaborative machine learning by enabling model training across decentralised health datasets without sharing sensitive individual-level data. This study investigated the fairness and reliability of FL for predicting antenatal care (ANC) utilisation in lo...