ChatGPT: LLM Fine-tuning Strategy

Explain the process of fine-tuning a Large Language Model (LLM) using QLoRA (Quantized Low-Rank Adaptation). Describe the data preparation steps, the importance of instruction-tuning, and the hardware requirements for fine-tuning a 70B parameter model on a budget.