Overview
As models grow to hundreds of billions of parameters, fine-tuning the entire model becomes prohibitively expensive. PEFT techniques allow for high performance with minimal compute.
How it Works
Instead of updating all weights, PEFT might add small 'adapter' layers or only update specific parts of the model, keeping the rest 'frozen.'
Importance
Enables smaller organizations and individuals to customize massive models on consumer-grade hardware.