pretrained
Learned before deployment
Pretrained describes a machine learning model that has already been trained on a large dataset before being applied to a specific task.
Rather than starting from scratch, users can take a pretrained model and fine-tune it for their particular needs: The pretrained language model was adapted for medical text analysis.
This approach saves computational resources and often yields better results than training from zero.
Small precise optimization adjustments
- transferMove between locations
- BERTPretrained language representation model
- GPTPre-trained text generator
- embeddingsLearned numerical encodings
weights · parameters · checkpoint · backbone · encoder · decoder · transformer · foundation
Understood facts and skills
- proficiencySkilled performance level
- competenceAdequate ability to function
- capabilityPower to accomplish tasks
- masteryComplete skill or control
know-how · expertise · skill · aptitude · experience · foundation · baseline · accumulated
Requiring no manual configuration
- out-of-the-boxNovel or immediately usable
- deployableReady for field use
- off-the-shelfPrepackaged and ready-to-use
- accessibleAble to be reached
configurable · adaptable · downloadable · reusable · modular · portable · scalable · operational
Conditioning reflex discoverer
- behaviorismPsychology studying observable conduct
- stimulusWhat prompts a reaction
- responseAnswer to stimulus
- classicalOf ancient Greece/Rome
operant · reinforcement · conditioning · associative · habituation · extinction · generalization · discrimination
fine-tuning
Small precise optimization adjustments
- transferMove between locations
- BERTPretrained language representation model
- GPTPre-trained text generator
embeddings · weights · parameters · checkpoint · backbone · encoder · decoder · transformer · foundation · downstream
knowledge
Understood facts and skills
- proficiencySkilled performance level
- competenceAdequate ability to function
- capabilityPower to accomplish tasks
mastery · know-how · expertise · skill · aptitude · experience · foundation · baseline · accumulated · encoded
plug-and-play
Requiring no manual configuration
- out-of-the-boxNovel or immediately usable
- deployableReady for field use
- off-the-shelfPrepackaged and ready-to-use
accessible · configurable · adaptable · downloadable · reusable · modular · portable · scalable · operational · implementable
Pavlov
Conditioning reflex discoverer
- behaviorismPsychology studying observable conduct
- stimulusWhat prompts a reaction
- responseAnswer to stimulus
classical · operant · reinforcement · conditioning · associative · habituation · extinction · generalization · discrimination · unconditioned
pretraineduntrained
Lacking learned skills
from scratch · naive · blank slate · tabula rasa · unlearned