Projects & Products Built
Showing 13 of 13 projects
OncoVision: Breast Cancer Survival Prediction
Machine learning framework for personalized survival prediction for breast cancer patients using clinical data.
Highlights:
• METABRIC cohort: 1,980 patients, 34 clinical features
• Random Survival Forests: C-index 0.7045
• Risk stratification: Low (35.9%) to High (87.5%) event rates
Breast Cancer Detection and Classification Model
Analysis of histology images to classify breast cancer metastases in lymph nodes using advanced ML algorithms. Predicts and classifies different stages using the TNM classification system.
Highlights:
• Image classification, segmentation, and deep learning
• TNM classification: Normal, Benign, InSitu, Invasive
• GPT/Gemini API recommendation system for diagnostic insights
• Detailed research paper with performance evaluation
Synthesizing Realistic Wildlife Images for Conservation
Leveraging AI techniques like pre-trained generative models and transfer learning, fine-tuning StyleGAN2-ADA and BigGAN on wildlife datasets to generate images of endangered species.
Highlights:
• Published on ResearchGate (DOI: 10.13140/RG.2.2.22698.63686)
• Fine-tuned StyleGAN2-ADA and BigGAN
• Addresses data scarcity for endangered species
Banking Fraud Detection & Economic Impact
Comprehensive ML system for online banking fraud detection with economic impact analysis for Nigerian financial institutions.
Highlights:
• XGBoost model: AUC-ROC 0.8730
• Reduced false positive rate from 99.45% to 7.87%
• Demonstrated potential for significant cost savings in banking
Predictive Modeling of Policy Impact on Refugee Numbers
Advanced ML and DL models to predict how changes in national and international policies affect global refugee movements, analyzing UN datasets.
Highlights:
• Analyzed UN datasets for refugee statistics and policy indicators
• Time-series forecasting for displacement patterns
• Data-driven insights for policymakers and humanitarian agencies
Enhancing Sustainable Food Systems in Africa (SDG 12.3.1)
Collaborated with Insight Innovators on African food system challenges (production efficiency, supply chain economics, and waste reduction) across North, West, East, and South Africa.
Highlights:
• Analyzed food system data across four African regions
• Quantified economic impacts of food loss
• Developed policy recommendations
Diabetes Risk Factor Analysis Dashboard
Interactive dashboard analyzing diabetes risk factors from public health data for preventive healthcare initiatives.
Highlights:
• Processed 10,000+ records with 15+ risk factors
• Identified 3 key factors accounting for 68% variance
• Reduced analysis time by 50%
PyDataQuality Library v1.0
Published Python library that automates dataset validation, profiling, and cleaning. Single-line code for publication-ready quality reports.
Highlights:
• Deployed to PyPi for public use
• Streamlines dataset validation and profiling
• Generates publication-ready quality reports with single-line code
NAI-SWAMS: Nigeria AI-Powered Smart Waste Management
AI-powered waste management for Nigerian cities. Uses predictive analytics to forecast waste generation patterns using traffic, population density, rainfall, and day-of-week data — no expensive sensors needed.
Highlights:
• 99.3% accuracy forecasting collection needs
• Voice assistant in Pidgin, Yoruba, Hausa, Igbo
• Route optimization: up to 30% fuel cost reduction
• Online learning — system gets smarter with every collection
RevReq — Professional Review Management
Full-stack platform enabling freelancers, consultants, and businesses to collect, manage, and showcase client testimonials professionally with centralized feedback and customizable categories.
Highlights:
• Three auth methods: Google OAuth, Magic Links, Secret Keys
• Custom review categories and profile pages
• Email notifications & management dashboard
• Rate limiting, security headers, API versioning
CareerVerse — The Anti-Box Career Platform
Platform dedicated to unlocking human potential beyond the resume. Connects individuals, employers, and institutions through a skills-first approach aligned with real strengths.
Highlights:
• AI-powered assessments for strength-aligned careers
• Personalized career roadmaps & dynamic portfolios
• Employer talent matching based on actual skills
• AI Career Coach & Resume Agent (coming soon)
MySizeNStyle — Body Type & Personal Styling
Privacy-first, client-side AI system transforming body measurements into actionable style guidance. Addresses the $128 billion annual cost of apparel returns due to poor fit.
Highlights:
• Probabilistic body typing (Hourglass, Pear, Apple, etc.)
• Instant size conversion (US/UK/EU/AU)
• Personalized style recommendations
• AI image body scan & 3D virtual try-on
Tamper-Proof Attendance System
Formula-driven attendance tracking in Google Sheets with cryptographic hash verification and circular reference protections. No additional software required.
Highlights:
• Self-validating checksums using built-in formulas
• Protection against retrospective data alteration
• Published guide on Medium
• Designed for resource-constrained schools