Selected Projects
A curated set of projects that show what I build, how I evaluate it, and how it is used. Each page includes context, my contributions, and supporting artifacts when publicly available.
Active
Programme
Research
Trustworthy health search and privacy preserving clinician in the loop retrieval, developed at UniMiB within the ANTHEM programme.
Impact: Prototyped and evaluated healthcare AI under real constraints: privacy, low compute, expert oversight, and evidence grounded outputs.
Keywords: healthcare AI, conversational AI, RAG, health information retrieval, clinical trials retrieval, privacy, evaluation, human in the loop
Completed
Programme
Research
Marie Curie PhD research on professional search in health and legal domains, focusing on interaction aware and multidimensional relevance.
Impact: Delivered PhD outputs and applied prototypes for professional search, including clinical trial matching and retrieval methods for medical and legal tasks.
Keywords: information retrieval, professional search, medical IR, legal IR, multidimensional relevance, query representation, evaluation
Maintenance
Tool
Research
Teaching
A visual analytics tool for evaluating and comparing search systems beyond average metrics, developed at UniMiB.
Impact: Delivered a published, open-source visual analytics tool used in IR teaching and applicable as a proof-of-concept for business search evaluation and debugging.
Keywords: search evaluation, information retrieval, ranking, visual analytics, IR experimentation, diagnostics, Streamlit, statistical testing
Active
Case study
Hobby
A personal vintage retail hobby that gives me a practical setting to build small tools for real workflow automation.
Impact: Developed tools that support my own hobby workflow, including price estimation, inventory handling, promotions, and other recurring operational tasks.
Keywords: applied AI, customer experience, marketing, pricing, unit economics, automation, experimentation, eBay