I build systems that connect financial data, language, and visual evidence — then test those ideas through research, engineering, and the experiences beyond the lab.
A record of formal study, published work, and applied research — from public policy analytics to multimodal financial intelligence and few-shot vision.
Completed an immersive seven-week, non-degree program at the University of Chicago Harris School of Public Policy, with training in Data Analytics in Public Policy, Introduction to Programming in R, and a faculty-led capstone research project.
A document-aware LLM framework for forecasting next-quarter institutional holdings changes from SEC EDGAR fundamentals, market data, historical holdings, and semantic summaries of MD&A disclosures.
Abstract — first 50 words: Few-shot classification benefits from frozen CLIP visual features, yet direct support-query matching underuses category-level descriptions and generated supports. We propose Description-and-Support Guided Prototype Fusion (DSGPF), which uses frozen CLIP visual matching and adds a trainable prototype branch for episode-level prediction. From category names, DSGPF derives structured visual descriptions, encodes them.
A live multimodal financial research platform that moves from market breadth to company-level evidence and model-led analysis.
FinInsight connects U.S. equity data, fundamentals, news sentiment, time-series forecasting, and multimodal reasoning in one system. Visitors can move from a market-level discovery board to dashboards, K-line analysis, news, forecasts, reports, alerts, and AI-assisted research.
Industry settings where computer vision, multimodal reasoning, and financial context became concrete engineering work.
Contributed to intelligent video analysis and abnormal-behavior detection with computer vision and vision-language models, including scene-specific prompt design, structured behavior judgments, and multimodal result analysis.
Professional experience in the banking sector, complementing research interests in financial intelligence and applied data systems.
Activities, teams, and moments that shaped how I lead, collaborate, and show up outside formal coursework.
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Led the ensemble from the podium, shaping timing, energy, and a shared performance under the stage lights.
A space for movement, tactics, trust, and the quick decisions that only make sense as a team.
Three essays on the ways sound, scent, and language preserve what time cannot.
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