Tanmay Hinge

I am a machine learning researcher working on applied AI for the sciences. I take on problems where a model has to be right for a reason, not just on average, and where the people using it need to be able to check what it did.

That has run through self-supervised models of scientific signals, retrieval over regulated text, and language systems built for readers who act on what they read. I work best next to domain researchers. I bring the modeling, they bring the science, and the problems worth solving live where those meet.

I am based in Minneapolis, Minnesota, where I teach computer science at Inver Hills Community College. I hold an M.S. in Computer Science from California State University, Chico.

Research

2026

Biomolecular machine learning

representation learning · molecular data
in progress
2026

Disentangling mixed spectra

self-supervised learning · scientific data Does masked pretraining learn physics, or noise?
report

Engineering

2025

Regace AI

retrieval and agents · regulated text Generation where every claim traces to a source.
write-up
2026

Merit Labs

language models · human-facing systems Assessment responses into reports a student can act on.
write-up
2022

Distributed model serving

systems · ML infrastructure Inference across shared lab machines, for students without hardware.
code

Teaching

2024–26

Computer Science Faculty

Inver Hills Community College Four courses, full-time. 100+ students mentored.