Research outputs
Papers, reports, datasets, evaluation protocols, and reproducible experiments.
Projects
Research and development projects that turn ideas into outputs.
Explore HUMACH project directions across health AI, advanced computing, research tooling, student training, and software development. Each project is designed to connect learning, implementation, publication, and collaboration.
Project Portfolio
Research · Development · Training
Active, completed, and recruiting projects are organised into one browsable directory.
3Preview
AIFocus
OpenJoin
Project Philosophy
Every project should create at least one visible research, software, or learning output.
HUMACH projects are organised as practical pathways where research questions become experiments, development tasks become prototypes, and student participation becomes measurable portfolio evidence.
Development outputs
Web tools, dashboards, prototypes, scripts, and open-source-ready assets.
Training outputs
Internship tasks, supervised mini-projects, technical documentation, and portfolio items.
Collaboration outputs
Shared project briefs, team workflows, partner-facing demos, and impact stories.
Projects
Research, Development, and Training Projects
Active Direction
AI-Based Health Signal Analysis
Machine learning and deep learning models for physiological, biomedical, and health-related signal interpretation.
Recruiting
Research Dashboard Platform
A web-based system for managing datasets, experiments, results, papers, team outputs, and project progress.
Concept
AI Research Assistant Workflows
Responsible AI workflows for literature review, summarisation, coding support, research writing, and documentation.
Workflow
How a HUMACH project progresses
Define
Clarify the research question, target user, dataset, tool, or learning objective.
Build
Create experiments, prototypes, scripts, dashboards, documentation, or model pipelines.
Evaluate
Test with meaningful metrics, feedback, reproducibility checks, and project review.
Share
Convert work into papers, demos, reports, GitHub repositories, or student portfolios.
Join a Project
Students, researchers, developers, and collaborators can contribute to HUMACH projects.
Use the opportunities page or the Join HUMACH form to express your research or development interest.