fine-tune
Perfect through subtlety
Fine-tune means to make small, precise adjustments to optimize performance.
Mechanics fine-tune engines for peak efficiency.
Musicians fine-tune instruments for perfect pitch.
The word implies the basic setup is already in place—you're refining, not rebuilding: We need to fine-tune the proposal before the meeting.
In machine learning, fine-tuning adapts a pre-trained model to a specific task through additional training.
Minor adjustment
- calibrateAdjust for accuracy
- modifyChange partially
- tailorClothing alteration professional
- customizeAlter to fit preferences
regulate · dial-in · configure · set · balance · correct · adapt · trim
Increase in quality
sharpen · streamline · boost · elevate · augment · maximize · efficiency · iterate
Representation or paradigm
- weightsHeavy objects for lifting
- parametersDefined boundaries or constraints
- datasetOrganized collection of information
- trainingDeveloping abilities through practice
epoch · hyperparameter · GPT · BERT · checkpoint · gradient · backpropagation · overfitting
tweak
Minor adjustment
customize · regulate · dial-in · configure · set · balance · correct · adapt · trim · fiddle
enhance
Increase in quality
perfect · sharpen · streamline · boost · elevate · augment · maximize · efficiency · iterate · dial-up
model
Representation or paradigm
- weightsHeavy objects for lifting
- parametersDefined boundaries or constraints
- datasetOrganized collection of information
training · epoch · hyperparameter · GPT · BERT · checkpoint · gradient · backpropagation · overfitting · validation
- adjustmentsadjustment, tweaks, adjust, shifts, fixes
- efficiencyoptimization, efficient, streamlining, effective, optimize
- narrowing downnarrow, focus, pinpoint, zero in, home in
- improve verbsfix, repair, improve, enhance, optimize
- touch-upsretouch, touch up paint, paint touch-up, spot repair, freshen
- calibration termscalibrate, zero, tare, span, recalibrate