Projects

Maverick IMDB Auto-Fill

Screenshot of the IMDB Auto-Fill Streamlit app

A Streamlit app that turns product imagery into Item Master Database submissions. It groups images by product evidence, runs multimodal extraction and barcode scanning, normalizes fields, supports human review and duplicate handling, and exports CSV or Excel files. (Built for the GDSS-Maverick Hackathon at IndabaX Ghana 2026.)

Live Streamlit App
GitHub Repo



LingoShadow

Screenshot of the LingoShadow Gradio app

A daily language practice app that turns your real routines into useful target-language sentences, audio, and a downloadable study pack. Built during the Build Small Hackathon as a Gradio app with language-specific routing for generation, translation, and text-to-speech.

Hugging Face Space



Legislation Explainer

Screenshot of the Legislation Explainer Gradio app

A plain-language legislation assistant that summarizes dense bills, explains their practical impact, and supports follow-up questions. Built for the Build Small Hackathon to help regular people make sense of legal documents without needing to parse the whole thing themselves.

Hugging Face Space



Africa Youth Employment Clock

Screenshot 2024-08-12 at 18 15 13

The Africa Youth Employment Clock is a Mastercard Foundation project executed by the World Data Lab (WDL) to track and predict employment trends in Africa, and help policy-makers to make data-sriven decisions. At WDL, I led the data engineering and data science work for Ghana and Nigeria with sub-national granularity, including data acquisition, modelling and visualization, as well as presentations at the international launch events.

Live Web Application



Screenshot 2023-04-21 at 05 26 46

Used multilingual embeddings to build a RAG tool for running semantic searches across multiple documents in order to answer questions based on the said documents with compatibility for 100+ languages.
This project won 1st place in the #CohereAIHack

Streamlit Demo



CYI IT Projects (Tech Lead)

Screenshot 2023-10-27 at 11 57 39

CYI is a Christian youth development organization based in Accra, Ghana, with branches across Africa and Europe. I lead development on a number of WordPress projects and JavaScript projects linked by a central API built from the ground up.

GitHub Org



COVID-19 Policy Effectiveness Analysis

COVID-19 trends

Code repo for the paper: A global analysis of the effectiveness of policy responses to COVID-19. Published in Nature Scientific Reports

GitHub Repo



Smartcity Africa Sentiments

Screenshot 2023-04-19 at 16 14 22

Code repo for the paper: Highlighting smart city mirages in public perceptions: A Twitter sentiment analysis of four African smart city projects Published in Cities

GitHub Repo



Website Safety Analyzer

website-safety-analyzer

Fine-tuned an image classifier for detecting explicit sexual coontent. The model is wrapped in a script that scrapes every image from a given website and assesses the safety of the site for young visitors.

Gradio Demo on HuggingFace Spaces



Multi-WordCloud Generator, A Research Tool

Screenshot 2023-04-19 at 15 59 23

A utility for generating word clouds from multiple documents at a go, cutting down manual iteration time. The tool comes with integrated OCR text extraction using Pytesseract, allowing users to create word clouds from scanned PDF files.

Streamlit Demo



UNet Foreground Image Segmentation

Screenshot 2023-05-21 at 17 24 19

A TensorFlow project from 2020 using a modified UNet autoencoder architecture with MobileNetV2 weights to perform transfer learning for foreground image segmentation. The original usecase was polyp segmentation from colonoscopy images, but this was repurposed for foreground segmentation of everyday objects.

Github Repo



Publications

  • Agyapon-Ntra, K. and McSharry, P., 2023. A global analysis of the effectiveness of policy responses to COVID-19. Sci Rep 13, 5629.
  • Arku, R., Buttazzoni, A., Agyapon-Ntra, K. and Bandauko, E., 2022. Highlighting smart city mirages in public perceptions: A Twitter sentiment analysis of four African smart city projects. Cities, 130, p.103857.


Certifications