Hi, I’m Mark

Physicist who wandered into data science and never left. I write about ML, math, and whatever else I’m trying to figure out — half to share ideas, half to make sure I actually understand them.

Waves All the Way Down

How a transformer learns to compute modular addition, and what it reveals about generalization

April 21, 2026 · 15 min · Mark C. Kuzyk

Variational Auto Encoders

Learning a Bayesian data generation model for a noisy sprial

April 6, 2026 · 20 min · Mark C. Kuzyk

Physics Informed Neural Networks

Learning the heat equation from sparse data

March 28, 2026 · 13 min · Mark C. Kuzyk