Clinical Triage Assistant
A triage support tool that ranks incoming cases by urgency and, crucially, abstains when it is not confident enough to be useful.
Read more- Client
- Placeholder client
- My role
- ML Engineer
- Year
- 2025
- Category
- AI Solutions
The constraint was annotation budget. Skilled inspectors were the only people who could label the data, and their time was the scarcest thing in the building.
Approach
Self-supervised pre-training on unlabelled line footage, then fine-tuning on a small labelled set, with active learning to choose which images were worth an inspector's attention next.
Deployment
Exported to ONNX and run on an edge device at the line. No round trip to a server, because the network in that building could not be relied on.
Outcome
Escaped-defect rate roughly halved, with inference under 40 ms on device.
Related work
Document Intelligence Pipeline
Retrieval and extraction across twenty years of unstructured engineering reports, with citations back to the source page.
Read moreCommon questions
What kind of projects does Humza Imran take on?
Selected case studies are on this page. Work is usually applied AI, production software, or both, with a named outcome rather than a slide deck.
How can I work with Humza Imran?
Use the contact form at https://humzaimran.com/contact or email humzaimran505@gmail.com. Describe the problem, the timeline, and whether you need a system built, a team trained, or both.