Train three XGBoost variants and track results yourself with timestamped folders and JSON metadata — no framework. It is deliberately tedious, on purpose: the next project introduces MLflow to solve exactly the problem this one makes you feel by hand.
Doing version tracking by hand first means you can explain why MLflow/registry tools exist, not just that you used one — a stronger interview answer than tool familiarity alone.