I'm Jeffrey,
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About
I study Data Science @ UMich Honors.
I’m currently researching for UMich LSI,
working on a world model project for MDST,
building agentic systems for private clients,
and (will be) studying abroad at LSE.
6+
Years of
Data Science
5+
Years of
ML Dev
Projects
PaperZero
An exploration of latent trajectory diffusion and Monte-Carlo tree search approaches for efficient 2D origami inverse design with significantly more robust empirical performance on long-horizon targets compared to supervised and RL baselines.
Mini-AlphaGo
A novel hybrid of AlphaGo and AlphaGo Zero for 9x9 Go using only computational libraries, including an in-house Go game environment, Monte-Carlo tree search, parallelized training, visual web interface, and Elo-rated bot arena.
Tuesday Technologies
ML engineering and data science contracting at scale through forward deployed engineering. Notable projects include an agentic LLM-assisted knowledge management system for domain-specific engineering expertise and an enterprise-scale data error detection and correction pipeline.
Mini-Projects
Publications
Buying prestige on Product Hunt: How tech startups manufacture artificial success
Data Science, Entrepreneurship
Deep Manifold Learning for Reading Comprehension and Logical Reasoning Tasks with Polytuplet Loss
Contrastive Learning, Deep Learning, NLP