fine tuning

Small careful tweaks

Fine tuning is making small, precise adjustments to optimize performance.

A musician fine tunes an instrument; an engineer fine tunes an engine.

In machine learning, fine tuning means taking a pretrained model and training it further on specialized data: The model was fine tuned on medical texts.

The verb is usually hyphenated: fine-tune.

Opposites
preservation vs. replacement

fine tuningstarting from scratch

scrapping · demolition · abandonment · starting over · tabula rasa

precision of modification

fine tuningblunt force

Impact without piercing

brute force · broad strokes · hacking away

Family

tune, refined, refine, tuning, unrefined, refining, refinement, tuner, fineness

Familiarity
Top 200,000
Profile
Known to kids · Used worldwide · Timeless · Everyday, not technical · Rated G