Why LoRA? Understanding the representative PEFT

LoRA (Low-Rank Adaptation) is introduced as the leading PEFT method, enabling efficient adaptation of massive LLMs like Llama 3 without requiring extensive hardware resources. The post promises to delve into LoRA's mathematical intuition, the concept of "intrinsic dimension," and its game-changing impact for AI engineers.