Modelling Mathematics Performance
Supervised ML models to predict maths performance of Ghanaian JHS students. Python, scikit-learn, feature engineering, model explanations.
About me
I'm a Data Science graduate from AIMS Ghana, passionate about applying machine learning and artificial intelligence to solve real-world challenges. My work is driven by a desire to create solutions that are not only innovative but also impactful and accessible.
In education, I've developed predictive models to analyze and forecast student performance, providing insights that can guide targeted interventions and improve learning outcomes. In agriculture, my focus is on enhancing poultry farming through AI-powered systems, including the early detection of Newcastle disease, behavior and posture analysis, and health monitoring tools.
I'm especially motivated by projects that merge technology with local relevance—bridging the gap between advanced research and the everyday needs of communities. My long-term goal is to contribute to a data-driven Africa where intelligent systems support development at every level.
Highlights
- Master’s thesis: Predicting mathematics performance of Ghanaian JHS students (supervised ML).
- Won 1st place at InnovAIMS Bootcamp for an AI-powered poultry monitoring prototype.
- Experienced in Python, R, scikit-learn, YOLOv8, Streamlit, Power BI, and D3 visualizations.
Experience
Data Science Intern — Elevvo Internship Program
Aug–Sept 2025
Built preprocessing pipelines, compared ML models, and implemented CNN transfer-learning solutions for classification tasks.
Teaching & Research Assistant — Univ. of Ghana
Sep 2022 – Aug 2023
Tutored mathematics & statistics, supervised student projects, and created interactive teaching materials.
Skills & Tools
Python
R
Data Wrangling
Machine Learning
Deep Learning
Computer Vision (YOLO)
JavaScript & D3
Statistical Modeling
Git & GitHub
Power BI & Streamlit
Selected projects
Projects that show applied data science, ML, and practical deployments.
AI-Powered Poultry Monitoring
YOLOv8 + IoT prototype detecting disease and behavior changes in poultry. Winner, InnovAIMS Bootcamp — prototype funding for pilot deployment.
Data Analysis Toolkit
Toolkit combining Python, R, and D3 interactive visualizations for exploratory analysis and stakeholder dashboards.
Freelance — ODK Data Solutions Hub & Math Mastery Tuition
I run a freelance service combining data consultancy and mathematics tuition:
- ODK Data Solutions Hub — Data cleaning, dashboards (Power BI / Streamlit), predictive modeling, reproducible analyses for small businesses and NGOs.
- Math Mastery Tuition — Personalized tutoring (secondary & A-level), test prep, and interactive lesson materials.
Popular services: predictive student performance models, classroom analytics dashboards, farm-health monitoring proof-of-concept.
Service snapshot
- Data cleaning & ETL
- Predictive models (education & agriculture)
- Interactive dashboards & reports
- One-on-one math tutoring
Clients & outcomes
Worked with student groups, local farms, and academic projects to deliver dashboards and ML prototypes that improved decision-making and reduced losses.
Get in touch
Open to freelance projects, collaborations, and research opportunities. Below are the easiest ways to reach me:
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