log
Green entries shipped. Amber entries are in motion. Slate entries are just notes worth keeping. No entry gets rewritten after the fact to look better.
Locked the evaluation design for the MAMTA paper: stratified k-fold, SMOTE inside training folds only, binary risk as the primary target. No model has been trained yet, so no numbers are being published until that changes. Ethics approval and a senior co-author are the two open blockers.
Retired the placeholder scaffold and rebuilt the site around a simple idea: it should read like something I actually maintain, not a page I published once before applying somewhere. Projects carry a real status. This page exists because of that.
Passed the AWS Certified AI Practitioner exam on 14 April 2026.