A hands-on cookbook with notebooks for fine-tuning open-source LLMs (Falcon-7B, FLAN-T5, Qwen) using PEFT (LoRA/QLoRA), SFT, and instruction tuning. Covers training efficiency, evaluation (ROUGE metrics), and BitsAndBytes optimization.