k4v1t · MATHEMATICS · AI · SCIENCE
Working things out, visually
This site is a collection of visual explanations, interactive experiments, research notes and projects exploring mathematics, machine learning and scientific inference.
I am especially interested in what models are actually learning from data, where ambiguity remains, and how visualisation can make difficult ideas easier to reason about.
Some pieces explain ideas I have found useful; others are questions I am still working through.
Explore
Interactive essays
Visual explanations and experiments that let you adjust parameters, test assumptions and see how a system changes.
Research
Research on scientific machine learning, inverse problems and related areas.
Coming soon
Publications
Papers, preprints and other formally published work.
Coming soon
Projects & notes
Code, technical experiments and shorter explorations of ideas that are still developing.
Coming soon
Selected work
When different black-hole binaries look the same
An interactive exploration of parameter degeneracies in gravitational-wave inference.
Gravitational waves · Inverse problems · Interactive
More explorations to come
This site will grow gradually as I turn research questions, mathematical ideas and useful explanations into interactive essays.
Work In Progress · Learning in Public
Current themes
The work here will mostly sit around scientific machine learning, inverse problems, mathematical intuition and the question of what can (or cannot) be learned from data.
I am more interested in developing better questions than presenting polished answers.