Project Showcase
Exploring the intersection of innovation and technology
Medical AI Chatbot (Public Health)
🗂️ NLP Ongoing Feb 2026📝 Overview
Designing and developing an AI-powered medical chatbot to support health information access and decision support using structured and unstructured data.
🛠 Tech Stack
NLP, Healthcare AI, Responsible AI
NYC Office Vacancy Risk Prediction
🗂️ Data Science Completed Dec 2025📝 Overview
Led a three-member team on an applied data science capstone project to predict commercial office vacancy risk in New York City using multi-source public datasets. Integrated property, business, and transportation data; engineered features and resolved data quality and leakage issues to ensure valid and reliable model performance. Trained and evaluated predictive models using industry-standard metrics, with emphasis on explainability and real-world interpretability for non-technical stakeholders.
🌟 Impact
Developed geospatial dashboards highlighting high-risk vacancy areas, generating actionable insights relevant to urban planning, commercial real estate strategy, and policy decision-making. The project demonstrated how data-driven risk modeling can support evidence-based planning in complex urban environments.
🛠 Tech Stack
Python, Pandas, Scikit-learn, GeoPandas, Jupyter, Power BI
MindMate AI: An Agentic AI for Mental Health Triage
🗂️ Applied AI / NLP Completed Aug 2025📝 Overview
Led a five-member team in designing and developing MindMate AI, an applied AI system focused on mental health triage and decision support, as part of the IBM TechXchange Hackathon 2025. Designed the system logic and agent workflows to transform structured patient data and model outputs into clear, actionable recommendations through a user-centered interface. Emphasized explainability, responsible AI principles, and real-world usability, ensuring outputs were interpretable for non-technical and clinical stakeholders.
🌟 Impact
Delivered a functional AI prototype under tight timelines, demonstrating how agentic AI systems can support early mental health assessment and decision routing. The project highlighted practical applications of autonomous decision-support systems in healthcare contexts while balancing performance, transparency, and ethical considerations.
🛠 Tech Stack
IBM watsonx, Python, Prompt Engineering, Large Language Models
Data Assistant Pro: An Automated Data Science Platform
🗂️ Data Science Completed Aug 2025📝 Overview
An end-to-end web application built with Streamlit to solve one of the most time-consuming pain points in data science: the manual process of data cleaning, analysis, and model building. Data Assistant Pro automates the entire workflow, allowing users to upload a raw dataset and receive a comprehensive exploratory data analysis (EDA), apply interactive data cleaning tools (for missing values, duplicates, and outliers), and automatically train and compare multiple machine learning models for both classification and regression tasks. The system is designed to be a full-stack solution that empowers users to move from messy data to actionable insights and live predictions in minutes.
🌟 Impact
This project acts as a game-changer for solo analysts, students, and small teams by dramatically increasing productivity. It automates hours of manual, repetitive work, allowing data professionals to focus on higher-value tasks like feature engineering and interpreting results. By providing an intuitive interface for complex machine learning tasks, it makes advanced data science accessible and empowers users to make data-driven decisions more efficiently.
🛠 Tech Stack
Python, Streamlit, Pandas, NumPy, Scikit-learn, Plotly
Accident Hotspot Prediction
🗂️ Data Science Completed Jul 2025📝 Overview
Analyzed New York's transportation and accident data to identify high-risk locations and patterns, supporting data-driven traffic safety insights.
🌟 Impact
Generated actionable insights to inform traffic safety planning and risk mitigation strategies for New York city
🛠 Tech Stack
Python, Pandas, Prophet, Matplotlib
AfriRiseHub
🗂️ Web Development Completed May 2025📝 Overview
A CMS-powered opportunity hub for African youth — job boards, scholarships, and AI tools for growth.
🌟 Impact
Empowering African youth with centralized access to life-changing opportunities
🛠 Tech Stack
PHP, Laravel, MySQL, TailwindCSS, JavaScript
Loan Default Prediction
🗂️ Data Science Completed May 2025📝 Overview
This project aims to help lending institutions identify high-risk borrowers by predicting the likelihood of loan default using historical data. The project follows a full data science pipeline including data cleaning, EDA, feature engineering, model development, evaluation, and presentation. We use Logistic Regression to classify borrowers as likely to default (1) or repay (0) based on their financial and personal attributes.
🌟 Impact
Logistic Regression to classify borrowers as likely to default (1) or repay (0) based on their financial and personal attributes.; Logistic Regression to classify borrowers as likely to default (1) or repay (0) based on their financial and personal attributes.;
🛠 Tech Stack
Python, SEABORN,Pandas, Prophet, Matplotlib
CitiGuard
🗂️ Data Science Completed May 2025📝 Overview
Tok di Tru. Fix di System. CitiGuard is a citizen-led accountability platform designed for Sierra Leone. It allows people to safely report corruption, police misconduct, abuse of power, and systemic issues — all while empowering oversight through transparency, secure access, and data insights.
🌟 Impact
🔐 Anonymous Reporting with support for evidence (photos, audio, video); 📊 Admin Dashboard with charts and report metrics; 📁 PDF/CSV Export with filter options (region, district, date, etc.); 🗺️ Region → District → Chiefdom location mapping; 👥 Role-Based Access (Super Admin, Admin, Moderator); 📜 Audit Logs, Soft Deletes, and Admin Action Tracking; 🔎 Searchable Admin Panel with secure role management
🛠 Tech Stack
Python, Pandas, Prophet, Matplotlib
Smart Health Dashboard
🗂️ Health Analytics In Progress May 2025📝 Overview
Built a real-time data visualization dashboard for predicting patient readmission rates in hospitals.
🌟 Impact
Aimed to reduce readmissions by providing actionable insights to physicians.
🛠 Tech Stack
Python, Pandas, Seaborn, Streamlit