Computer vision & image analysis
Image preprocessing, model integration, cell-segmentation pipeline comparison and interpretation of class-level or downstream results.
AI & Computer Science / United Kingdom
Artificial intelligence. Thoughtful engineering.
I work across computer vision, machine learning evaluation and software development. My projects connect model experiments with usable systems, with particular attention to what the evidence supports and where it stops.

PhD interview completed · Awaiting outcome
Available for full-time and part-time work, subject to the conditions of my Student visa. Please contact me to discuss the details.
About
Image preprocessing, model integration, cell-segmentation pipeline comparison and interpretation of class-level or downstream results.
Baselines, grouping and leakage checks, error analysis, traceable experiments, literature synthesis and clear statements of limitations.
Java application logic, persistent data models, interface design, validation, error handling and maintainable separation of concerns.
Projects
Alongside my academic work, I build tools for everyday use.
Use your own provider key to chat with AI models and work with images, audio, batch jobs and realtime voice. Official API addresses and the actual request source are visible in the interface.
A Java MVC application for multi-currency financial reports, paired account transfers and administrator-managed inflation records.
Two related explorations: underwater gate detection and a separate native macOS camera segmentation preview, presented as a visual system overview.
Contact
For work enquiries or project discussions, please include a short outline and any relevant links in your email.