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#peft

Parameter-efficient fine-tuning (LoRA, adapters).

2 chapters, oldest era first: one idea traced across the books.

The Engine Room 2019–2023 Ch. 14: PEFT and LoRA Adapters, prompt and prefix tuning, the low-rank update, and QLoRA's NF4.
From Noise to Image 2022–2023 Ch. 16: Personalization and LoRA Textual inversion, DreamBooth, and low-rank adaptation applied to diffusion — the fine-tuning economy.