Fine-tune large language models using modern techniques (QLoRA, Spectrum, full fine-tuning) with Hugging Face TRL and PEFT. Use when asked to fine-tune, train, or adapt an LLM for specific tasks, domains, or datasets. Covers dataset preparation, training configuration, distributed training, model merging, and evaluation.