projects

2025

Developing a multi-agent GenAI framework for portfolio managers and traders
A language-interface system that plans tasks, generates SQL & Python, and reasons over analytics to answer complex investment questions.

2023

Hypothetical Debate Generator – Live app • CAMEL
Creates role-playing debates between two CAMEL agents to rehearse negotiations and surface arguments & counter-arguments.

2020

US Influenza Forecasting – GitHub repo

  • Recurrent neural networks forecast flu rates across all US states several weeks ahead.
  • Hierarchical Bayesian model quantifies socioeconomic & environmental effects on infection dynamics.

Mining Biomedical Text: Transfer Learning to the Rescue – Medium article
Used BioBERT to extract gene–disease relations from PubMed and built a knowledge graph from unstructured literature.

2019

Twitter #tweetpoll – Democratic Primaries – Demo

  • Sentiment analysis on two million tweets with RNNs.
  • Bayesian model infers candidate popularity from sentiment scores.