M.S. Computer Science · Emory University · Class of 2026
I build AI systems that solve real problems — from sub-second query engines on 385M events to medical image enhancement with Pix2Pix and retrieval-augmented chatbots for biomedical QA. My work spans the full stack: data engineering, deep learning, and production ML. Currently researching digital health at the Emory FIT Lab.
My research explores how large language models and deep learning can be applied to real-world problems in healthcare and science. Current focus areas: retrieval-augmented generation for domain-specific QA, medical image enhancement, graph neural networks, and digital health monitoring using passive technology interaction data.
Extended Pix2Pix with self-attention for chest X-ray quality improvement on NIH ChestX-ray14. Built synthetic degradation pipeline for paired training data.
A second-order optimizer using the Fisher Information Matrix that beats Adam and RMSProp on MLPs. Applied Nyström approximation and Kronecker-factored preconditioning with JAX-style JIT compilation.
Abstractive summarization pipeline for arXiv papers using google/pegasus-pubmed. Trained on 1,000 papers with beam search decoding. Published model on Hugging Face.
LLM-powered personal dietitian for diabetes management. Generates personalized meal recommendations with glycemic index verification and portion size calculations against clinical guidelines.
Document relationship modeling on CORA using Graph Neural Networks. Compared GCN, GAT, and GraphSAGE architectures for citation prediction and clustering.
Retrieval-augmented biomedical QA on PubMedQA. Dense retrieval with BioBERT + FAISS, re-ranking with BM25/ColBERT/MonoT5, and LoRA fine-tuned T5 generator.
XNLI 2.0: Improving XNLI Dataset and Performance on Cross-Lingual Understanding
IEEE 8th I2CT Conference · 2023
Jan 2025 – Present
Graduate Research Assistant
Emory FIT Lab · Atlanta, GA
Jan 2026 – Present
Graduate Teaching Assistant
Emory University · Atlanta, GA
May 2025 – Oct 2025
VP, International Student Affairs
Graduate Student Government Association (GSGA)