Project Showcase
Exploring the intersection of innovation and technology
MindMate AI: An Agentic AI for Mental Health Triage
🗂️ AI Tools Completed📝 Overview
MindMate AI is an intelligent assistant designed to support mental health triage in under-resourced community clinics. It features a user-friendly web interface for patient intake and a secure clinical dashboard for staff. The core of the project is an "agentic AI" powered by IBM watsonx.ai, which analyzes user-submitted symptoms to provide not only an empathetic recommendation but also a crucial severity assessment (Low, Medium, High). This allows clinic staff to instantly identify and prioritize high-risk patients, solving the critical problem of delayed care. The application is built with a robust Python/Flask backend and a polished, accessible frontend.
🌟 Impact
The project's primary impact is on improving the efficiency and effectiveness of mental healthcare in underserved communities. By automating the initial triage process and providing an intelligent severity score, MindMate AI helps reduce staff burnout, shortens wait times for critical patients, and ensures that the most vulnerable individuals receive timely care. Its multi-language and voice accessibility features further broaden its impact, making mental health support more inclusive for diverse populations.
🛠 Tech Stack
IBM watsonx.ai, Python, Flask, JavaScript, HTML5, CSS3, CSV
Data Assistant Pro: An Automated Data Science Platform
🗂️ Data Science Completed📝 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
AfriRiseHub
🗂️ Web Development Completed📝 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📝 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📝 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
AI-Powered Study Companion
🗂️ AI Tools Pending📝 Overview
Built an AI chatbot tutor that adapts to a student's learning pace using natural language understanding.
🌟 Impact
Helped 50+ international students prep for exams interactively.
🛠 Tech Stack
OpenAI API, Node.js, Supabase, React
Smart Health Dashboard
🗂️ Health Analytics In Progress📝 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
Accident Hotspot Prediction
🗂️ Data Science Completed📝 Overview
Predicted accident hotspots using geospatial clustering and time-series forecasting.
🌟 Impact
Helped New York City visualize critical crash zones and suggest interventions.
🛠 Tech Stack
Python, Pandas, Prophet, Matplotlib