Built a collaborative trading simulator in Spring/Java that exposes REST APIs, real-time pricing logic, and portfolio analytics for education use cases.

Created an authentication-centric web platform using Java, JSP/CRUD services, and AI chatbots to streamline exam creation, proctoring, and review workflows.

Researched and engineered machine learning models in Python to classify tobacco usage patterns, surfacing predictive insights for public health stakeholders.