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ExperimentsDec 18, 2024 · 3 min read

Fine-Tuning Large Language Models: PEFT, LoRA, and QLoRA in Practice

Full parameter training requires clusters of H100s. Parameter-Efficient Fine-Tuning (PEFT) with low-rank matrix decomposition brings specialized adaptation to a single GPU.

003 min read
Fine-Tuning Large Language Models: PEFT, LoRA, and QLoRA in Practice