Section
PEFT
The latest PEFT coverage from Bullquill: sourced, dated and explained.
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How to Fine-Tune an LLM with LoRA and QLoRA on a Single GPU
A practical walkthrough of parameter-efficient fine-tuning: format a chat dataset, train 4-bit QLoRA adapters on Llama 3.1 8B with Hugging Face PEFT and TRL, check VRAM needs, evaluate against the base model, merge the adapter and decide when fine-tuning beats RAG or prompting.
