MODEL ADAPTATION • 229 / 397
Know when to prompt, retrieve, fine-tune or compress a model.

PEFT

PEFT means parameter-efficient fine-tuning: methods that adapt a model by training only a small subset or additional parameters.

Think of it like

Think of PEFT as changing how a trained worker behaves or how efficiently that worker can be deployed, rather than giving it a live reference book.

Real life

Organizations adapt general models using techniques such as PEFT.

SRE lens

Useful when full-model fine-tuning is too expensive.

Remember thisPEFT means parameter-efficient fine-tuning: methods that adapt a model by training only a small subset or additional parameters.
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