Projects

Current Research

Case Search — Legal Citation Verification (Georgia Tech CSSE)

The validation stage of mellea-lrc: an open-source system that checks whether the case citations in a legal filing are real or AI-fabricated.

Tumor Board Agents Benchmark (Emory, Madabhushi Lab)

A benchmarking framework for evaluating multi-agent AI systems in tumor-board (cancer-care) clinical decision-making. In progress.

ML Systems

Fashion Search Demo

End-to-end cross-modal retrieval: fine-tuned CLIP model, ANN index, FastAPI backend, Next.js frontend.

OpenCLIP Fine-Tuning for FashionGen Retrieval

Fine-tuning ViT-B/32, ViT-B/16, and SigLIP2 variants on FashionGen; InfoNCE vs. BCE objectives and caption augmentation.

Numerical Linear Algebra Explorer

Interactive visualizations of sensitivity, conditioning, and algorithm behavior in numerical linear algebra.

Data Engineering

Finance Data Analytics — End-to-End Automation

Automated financial data pipelines: API ingestion, ETL, versioned publishing, and a live Streamlit dashboard on AWS.