01 / Work

Selected
Work.

A working archive of projects across healthcare AI, natural language processing, and computer vision. Most are open-source and live on GitHub — a few are in active development.

01

Healthcare AI

Idoni — Scoliosis Screening Platform

Lead AI Developer. AI + IoT platform for early detection and monitoring of adolescent idiopathic scoliosis, in clinical validation with King Faisal Hospital, Rwanda. DenseNet121 + SVM hybrid (95% accuracy), ResNet50 Cobb-angle regression (3.4° MAE), ESP32 wearable, full Vercel + MongoDB stack.

PyTorchDenseNet121ResNet50IoTMedical Imaging
2025
02

NLP · Hackathon Winner

Unesis

Multilingual medical translation and diagnostic assistance for non-English speakers in low-resource settings. Translates symptoms and suggests preliminary diagnoses from text and image input.

NLPMedical AITranslation
2024·
03

Computer Vision

Pneumonia Detection from Chest X-rays

A CNN classifier reaching 89% validation accuracy on chest X-ray imagery, with a full preprocessing and augmentation pipeline.

CNNTensorFlowMedical Imaging
2024
04

Machine Learning

Online Fraud Detection System

Real-time fraud detection using ensemble methods and anomaly detection, designed for high-volume transaction streams.

EnsembleScikit-learnAnomaly Detection
2024
05

NLP

Recipe Recommendation Chatbot

An NLP chatbot with semantic understanding and preference learning that recommends recipes conversationally.

NLPChatbotSemantic Search
2024
06

Machine Learning

PM2.5 Time-Series Forecasting

Forecasting model for air-quality (PM2.5) prediction using historical data and statistical methods.

Time SeriesForecasting
2024
07

NLP

Public Sentiment Analysis

Hackathon project extracting sentiment and themes from public text data using NLP techniques.

NLPSentimentHackathon
2024
08

Machine Learning

Hidden Markov Model

An HMM implementation for sequence prediction and pattern recognition tasks, with full probabilistic inference.

HMMProbabilistic Models
2023