finetuning
Making small corrections
Finetuning is the process of making small, precise adjustments to improve performance or fit.
A musician finetunes an instrument; an engineer finetunes settings.
In machine learning, finetuning means taking a pretrained model and training it further on specialized data to adapt it for a specific task: The model was finetuned on medical records.
Also spelled fine-tuning or fine tuning.
Smoothing by friction
- honingGradual sharpening or refining
- perfectingMaking something ideal
- enhancementIncrease in quality
- improvementPositive change in quality
revision · reworking · optimization · iteration · smoothing · sharpening · tightening · detailing
Slight adjustment process
- calibrationAdjusting for measurement accuracy
- modificationAct of altering something
- alignmentCorrect relative positioning
- recalibrationAdjusting measurement standards again
correction · balancing · regulation · setting · configuring · customization · adaptation · tailoring
Developing abilities through practice
- modelRepresentation or paradigm
- parametersDefined boundaries or constraints
- hyperparametersPre-training configuration values
- pretrainingInitial broad model education
dataset · epochs · weights · backpropagation · convergence · overfitting · validation · inference
Degree of correctness
- exactnessCorrectness in every detail
- specificityExactness of detail
- detailSingle small element
- calibrationAdjusting for measurement accuracy
sensitivity · resolution · discrimination · meticulousness · finesse · delicacy · rigor · carefulness
polishing
Smoothing by friction
- honingGradual sharpening or refining
- perfectingMaking something ideal
- enhancementIncrease in quality
improvement · revision · reworking · optimization · iteration · smoothing · sharpening · tightening · detailing · finishing
tweaking
Slight adjustment process
- calibrationAdjusting for measurement accuracy
- modificationAct of altering something
- alignmentCorrect relative positioning
recalibration · correction · balancing · regulation · setting · configuring · customization · adaptation · tailoring · readjustment
training
Developing abilities through practice
- modelRepresentation or paradigm
- parametersDefined boundaries or constraints
- hyperparametersPre-training configuration values
pretraining · dataset · epochs · weights · backpropagation · convergence · overfitting · validation · inference · embeddings
accuracy
Degree of correctness
- exactnessCorrectness in every detail
- specificityExactness of detail
- detailSingle small element
calibration · sensitivity · resolution · discrimination · meticulousness · finesse · delicacy · rigor · carefulness · subtlety
finetuningoverhaul
Complete systematic repair
overhauling · complete overhaul · radical transformation · gutting · rebuilding
finetuningblunt force
Impact without piercing
clumsiness · sloppiness · hacking · botching
finetuningabandonment
Act of leaving permanently
leaving alone · ignoring · inattention · neglect · neglecting
fine, tune, tuning, tunes, tuner, tuned, fine-tuning, tuners, tunable