Soccer Player Market Value Scout
Deployed ML service that predicts soccer players’ market value from performance stats and explains every prediction. Streamlit app + FastAPI on Google Cloud Run.
STAT 418 final project.
Portfolio
mHTI Discussion Analysis Pipeline (M.S. Thesis)
LLM multi-agent simulations of real research teams with a four-layer fidelity framework and a 55-metric NLP evaluation suite. Basis of an EMNLP 2026 submission.
Congressional Stock-Trading Analysis
Analysis of U.S. House members’ reported stock trades, joined to party affiliation, to study trading patterns across parties.
Enhancing Emotion Recognition in AI
Improving the interpretability and reducing the bias of an image emotion-recognition model using CLIP-Dissect and concept-based analysis.
Multimodal LLM Merging (Samsung Electronics)
Layer-wise merging strategies and a scalable safetensors pipeline that raise language-benchmark scores while preserving multimodal performance.
AI Model Research Internship.