fine-tuning
Small careful tweaks
Fine-tuning is making small, precise adjustments to optimize performance.
A mechanic fine-tunes an engine; a musician fine-tunes an instrument.
In machine learning, fine-tuning means training a pre-existing model on new data to adapt it for a specific task: The model was fine-tuned on medical records.
The word implies refinement rather than overhaul—getting something already functional to work better.
Adjusting for measurement accuracy
- tweakingSlight adjustment process
- alignmentCorrect relative positioning
- modulationVarying signals to transmit
- correctionFixing of mistakes
configuration · trimming · setting · regulation · balancing · adaptation · alteration · modification
Degree of correctness
- exactnessCorrectness in every detail
- meticulousnessExtreme carefulness in details
- finesseSubtle, deft handling
- delicacyRefined sensitivity or rarity
specificity · detail · carefulness · sharpness · clarity · repeatability · exactitude · scrupulousness
Pre-training configuration values
- epochsDistinct historical stretches
- backpropagationReverse gradient computation method
- overfittingExcess adaptation to samples
- regularizationPenalty preventing model complexity
generalization · BERT · GPT · embeddings · checkpoint · inference
Smoothing by friction
- enhancementIncrease in quality
- improvementPositive change in quality
- perfectingMaking something ideal
- sharpeningMaking more cutting
finishing · craftsmanship · detailing · honing · elevating · enrichment · cultivation · development
calibration
Adjusting for measurement accuracy
- tweakingSlight adjustment process
- alignmentCorrect relative positioning
- modulationVarying signals to transmit
correction · configuration · trimming · setting · regulation · balancing · adaptation · alteration · modification · recalibration
accuracy
Degree of correctness
- exactnessCorrectness in every detail
- meticulousnessExtreme carefulness in details
- finesseSubtle, deft handling
delicacy · specificity · detail · carefulness · sharpness · clarity · repeatability · exactitude · scrupulousness · subtlety
hyperparameters
Pre-training configuration values
- epochsDistinct historical stretches
- backpropagationReverse gradient computation method
- overfittingExcess adaptation to samples
regularization · generalization · BERT · GPT · embeddings · checkpoint · inference
polishing
Smoothing by friction
- enhancementIncrease in quality
- improvementPositive change in quality
- perfectingMaking something ideal
sharpening · finishing · craftsmanship · detailing · honing · elevating · enrichment · cultivation · development · iteration
- AIAI, machine learning, deep learning, algorithm, chatbot
- adjustmentsadjustment, tweaks, adjust, shifts, fixes
- improvementsimprovement, fixes, betterment, enhancement, upgrade
- modificationsmod, alteration, adjustment, modification, revision
- finishing touchespolish, flourish, accent, embellishment, adornment
- fixesfix, repair, mend, correction, correct
fine-tuningoverhauling
Comprehensive repair or renovation
complete overhaul · rebuilding · reconstruction · radical transformation · starting from scratch
fine-tuningleaving alone
Ceasing to disturb
neglecting · ignoring · abandoning · letting be · non-intervention
fine, finish, tune, refined, refine, tuning, unrefined, refining, tuneful