James Hui
Software, AI, ML Engineer
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About
I’m a Computer Science graduate from Durham University, currently pursuing an MSc in AI for Biomedicine and Healthcare at University College London.
My work sits at the intersection of machine learning and software engineering. I’ve built systems across both domains, from full-stack web apps in professional SCRUM environments to ML pipelines for medical data. I'm particularly interested in applying AI to real-world problems where reliability and usability is key, especially in healthcare.
Currently, I am developing a multimodal retrieval system for medical content in collaboration with Medicube, using embedding-based approaches (e.g. CLIP by OpenAI) to recommend relevant images, GIFs and videos from clinical text. The goal is to make complex medical information more accessible and understandable for patients.
Alongside this, my experience includes:
- Building and improving RESTful APIs and frontend systems using TypeScript and Next.js
- Developing end-to-end machine learning pipelines for medical images
- Working with data-driven systems across Python, Pytorch and modern web stacks
I am particularly passionate in roles where I can contribute to building practical systems that have a direct, positive impact on people's daily lives.
Experience
Software Engineer Intern at NextGen Solutions (2023-07 – 2023-09)
Collaborated in SCRUM team to develop and maintain web applications. Implemented RESTful API features and refactored frontend components.
- Collaborated in SCRUM team to develop and maintain web applications using TypeScript, Next.js and SQLite
- Implemented RESTful API features, improving responsiveness and data retrieval efficiency by over 25%
- Refactored frontend components and reduced code duplication to enhance maintainability
- Designed and executed API-level integration tests using Postman to validate request/response correctness
- Tech: TypeScript, Next.js, Node.js, SQLite, Git, Postman, Agile (SCRUM)
Education
MSc in AI for Biomedicine and Healthcare – University College London (2025-09 – 2026-09)
Certification in Portuguese A2 – Universidade Autónoma de Lisboa (2024-09 – 2025-03)
BSc (Hons) in Computer Science – Durham University (2021-10 – 2024-06)

