Peft

Full Fine-Tuning or LoRA? A Founder's Decision Framework for LLM Fine-Tuning

Founders can choose between full LLM fine-tuning and parameter-efficient methods like LoRA by evaluating budget, data, and accuracy needs. PEFT often delivers comparable performance at a fraction of the cost, making it the default choice for most enterprise applications.