Projects

Below are few of my projects; click "Read more" for details.

Detection System for Non-Communicable Diseases Using Machine Learning and Deep Learning

Authors: Samiratu Ntohsi, Isaiah Essien, Simeon Nsabiyumva, Marvin Ogore

Date: Written Sep 18, 2024; posted on SSRN Jun 23, 2025

An automated ML system for early detection of diabetes achieved high accuracy (97%) and strong recall; heart disease, hypertension and hemoglobin were key predictors.

Limbum MT Baseline

Status: Paper submitted to Language Resources and Evaluation (Springer)

A baseline neural machine translation model for Limbum, a low-resource language. This work establishes foundational benchmarks and methodologies for machine translation in severely low-resource scenarios.