fine tuned
Optimized through adjustments
Fine tuned means carefully adjusted for optimal performance.
A fine-tuned engine runs smoothly; a fine-tuned argument has been refined to address objections.
In machine learning, fine-tuning adapts a pre-trained model to a specific task: The model was fine tuned on medical data.
The hyphenated form fine-tuned is standard before nouns.
Adjusted for accuracy
- adjustedChanged to improve fit
- tweakedAltered in minor ways
- refinedPurified or cultured
- customizedAdapted to specific requirements
tailored · precision · enhanced · polished · sharpened · perfected · configured · honed
Previously taught skills
- modelRepresentation or paradigm
- parametersDefined boundaries or constraints
- weightsHeavy objects for lifting
- datasetOrganized collection of information
training · neural network · deep learning · GPT · BERT · LLM · epochs · hyperparameters
calibrated
Adjusted for accuracy
customized · tailored · precision · enhanced · polished · sharpened · perfected · configured · honed · balanced
pretrained
Previously taught skills
- modelRepresentation or paradigm
- parametersDefined boundaries or constraints
- weightsHeavy objects for lifting
dataset · training · neural network · deep learning · GPT · BERT · LLM · epochs · hyperparameters · inference
- alteredmodified, changed, altered, edited, revised
- machine idiomswell-oiled machine, gears turning, firing on all cylinders, grinding gears, full steam ahead
- Masterymaster, mastered, expert, pro, ace
fine tunedout of tune
Not at correct pitch
untuned · miscalibrated · maladjusted · detuned · out of whack
fine tunedrough
Uneven in surface
crude · coarse · unpolished · raw · rough-hewn
fine, tuned, finely, finer, finest, fineness, tune, tunes, tuning