Software Engineer  ·  MSc Computer Science — Merit  ·  AI Researcher  ·  Full-Stack Development  ·  GestureKey — Sign Language Recognition Research  ·  Open to Opportunities  ·  Vision'97 Co-Founder  ·  Python · Computer Vision · ML  ·  Software Engineer  ·  MSc Computer Science — Merit  ·  AI Researcher  ·  Full-Stack Development  ·  GestureKey — Sign Language Recognition Research  ·  Open to Opportunities  ·  Vision'97 Co-Founder  ·  Python · Computer Vision · ML  · 
Experience

Where I've worked

Oct 2025 – Present Current
Sales Assistant
Children's World Fashion at Fenwick — Kingston, UK
  • Representing luxury brands including Kenzo, Hugo Boss, Timberland, and Michael Kors in a high-end retail environment
  • Delivering premium customer service and managing product displays in a fast-paced upmarket setting
  • Supporting daily sales operations and contributing to team performance targets
2025 – Present Current
Freelance Web Developer
Self-Employed — Remote
  • Designed and built complete full-stack web systems for two commercial clients, a hotel and a cleaning company, from requirements through to live deployment
  • Delivered customer-facing booking and enquiry platforms alongside staff management backends with receipt generation and admin dashboards (live analytics, booking history, activity logs)
  • Managed the full project lifecycle: client requirements, UX design, development, deployment, domain configuration, and professional email setup
2020 – Present Current
Co-Founder & Lead Designer
Vision'97 Streetwear — vision97.vision
  • Co-founded and continue to operate an independent streetwear brand shipping worldwide
  • Lead all creative direction, graphic design, and UI/UX for the e-commerce platform, growing online presence by 40%
  • Developed scalable design workflows, reducing production turnaround by 15%
Sep 2024 – Present Voluntary
IT Support Assistant
Staywell New Malden
  • Provide technical support to over 200 community members with detailed service tracking
  • Developed documentation and reports that improved service delivery efficiency by 15%
Nov 2023 – Nov 2024 National Service
Business & Administrative Support
Innovate Solutions Limited — Ghana
  • Managed data records, coordinated documentation, and supported digital reporting and operational tracking
  • Contributed to information systems management in a fast-paced professional environment
Projects

Things I've built

Live Frontend · Freelance
Kleenx Fumigation & Cleaning Services

Professional frontend for a cleaning and fumigation company. Built the full customer-facing site including service showcase, enquiry system, and mobile-responsive UX.

FrontendUI/UXResponsive Design
In Progress AI · Computer Vision
GestureKey — AI Sign Language Recognition

Independent research project: a computer vision system classifying sign language gestures from image datasets. Applies preprocessing pipelines, ML models, and iterative evaluation, targeting real-world accessibility impact.

PythonComputer Visionscikit-learnML
University · AI/ML
AI Recommendation Engine

Intelligent content recommendation system using Python and ML to personalise output based on user behaviour patterns and preference modelling.

Pythonscikit-learnREST API
University · Mobile
Church Community Platform

Mobile app for community management with real-time push notifications, event scheduling, and role-based user access. Built with React Native and Firebase.

React NativeFirebaseUI/UX
University · Web
E-Learning Platform

Responsive web platform for online learning with user authentication, interactive quizzes, and progress tracking, built on Node.js and MongoDB.

HTML/CSS/JSNode.jsMongoDB
Data · Analytics
Interactive Analytics Dashboards

Interactive dashboards in Power BI and Tableau transforming complex operational datasets into clear visual insights for management decision-making.

Power BITableauExcelEDA
University · Networks
St Mary's Sports Academy — Network Infrastructure

Designed and implemented an enterprise-grade network infrastructure with VLAN segmentation and security configuration, reducing latency by 30%.

CiscoVLANNetwork Security
Live Work

Deployed & live

chrispoestate.com
View Live Site
Chrispo E.P.O Ltd
Premium serviced accommodation and event centre in Kumasi-Barekese, Ghana. Full-stack system: customer-facing booking & enquiry platform, staff backend with receipt generation, and admin dashboard with live analytics.
Full-Stack Booking System Admin Dashboard REST API Deployment
kleenxservices.com
View Live Site
Kleenx Fumigation & Cleaning Services
Professional cleaning and fumigation company in Kumasi, Ghana. Built the complete customer-facing site: service showcase, enquiry system, gallery, testimonials, and mobile-responsive UX — live and driving real enquiries.
Frontend UI/UX Responsive Design Lead Generation
GestureKey · Live

Research, running live

The inference engine behind GestureKey — an independent project I have been building post-MSc, live in your browser. Real-time hand landmark detection powered by a MediaPipe neural network, running entirely via WebAssembly. No server, no upload, zero latency. Just your camera.

GestureKey Neural Network
MediaPipe Hands  ·  21 Landmarks  ·  Real-time Inference
Camera stays on your device  ·  Runs via WebAssembly
— fps
Launch the demo
to detect gestures
ModelMediaPipe Hands v2
Points21 landmarks / hand
RuntimeWebAssembly + WebGL
BackendNone — 100% local
Try these gestures
👍
✌️
🖐️
☝️
🤘
🤙
👌
Video never leaves your device
Currently Building

What I'm working on now

Active Research  ·  2024 – Present
GestureKey — AI Sign Language Recognition System

Building a computer vision system that classifies sign language gestures from image data, with the goal of creating an accessible, real-world assistive tool for the deaf and hard-of-hearing community. Combining image preprocessing, feature extraction, and ML classification, iterating toward a system that generalises reliably across diverse gesture inputs.

Overall Progress 55%
Problem definition & literature review
Dataset curation & preprocessing pipeline
Baseline classification model — initial training
Model evaluation, iteration & accuracy improvement
Real-time inference prototype
Accessibility evaluation & user testing
Ongoing  ·  2020 – Present
Vision'97 Streetwear

Co-founder and lead designer of an independent streetwear brand shipping worldwide. Continuously working on new collections, brand identity, and the e-commerce experience at vision97.vision.

Brand founded & launched
E-commerce platform live
New collection in development
Expanding international reach
In Progress
Google Data Analytics Certificate

Working through the Google Data Analytics Professional Certificate on Coursera — deepening skills in R, advanced statistical analysis, and structured data workflows to complement existing Python and ML expertise.

Foundations of Data & Analytics
Data analysis with R
Capstone project
GitHub

Working in public

Pinned Repositories
GestureKey
AI-based sign language recognition using computer vision & ML
Python
AI-Recommendation-Engine
ML-powered content personalisation system
Python
Church-Community-Platform
React Native mobile app with Firebase backend
JavaScript
MSc-Dissertation-Analysis
Random Forest & regression analysis — 47 case studies
Python
By the Numbers
15+
Public Repos
4+
Languages Used
2
Live Deployments
2023
Active Since
Testimonials

What people say

Frederick delivered exactly what we needed, a complete web system, built and deployed from scratch, that our whole team uses every day. Professional, reliable, and genuinely understood what we were trying to achieve.

Client — Chrispo E.P.O Ltd Hotel · Freelance Client

Working with Frederick was seamless from start to finish. He built us a website that genuinely represents our brand — professional, clean, and it just works. Our enquiries have gone up since we launched and our clients tell us it looks great. We couldn't be happier.

KLEENX Fumigation & Cleaning Services Kumasi, Ghana · Freelance Client

A short note from a colleague, collaborator, or anyone who has seen your work on GestureKey or your other projects — one strong sentence goes a long way.

Research collaborator — coming soon
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