A dedicated catalogue of projects spanning clinical decision support, conversational AI, LLM prototyping, and collaborative NLP work. Each entry is written as a case study with problem context, contribution, and outcome.
Graduate Researcher
Nursing surveillance required diagnosis-related classification, but key clinical signals were fragmented across heterogeneous EMR sources.
DevSecOps Engineer
The project needed more than frontend and backend implementation; it required cloud infrastructure and platform foundations that could reliably support search, notifications, admin workflows, and ongoing operations.
Builder
Developers working alone often need UI, performance, or code quality feedback, but they rarely have an easy way to gather role-specific input at the right time.
AI Engineer
The product needed ML components that could classify emotional polarity and generate stylistic variations of text to support richer blog content workflows.
AI Engineer
The product needed ML components that could recognize user emotion and support a diary-generation workflow from daily conversation logs.