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What is…

LoRA (Low-Rank Adaptation)

A cheap fine-tuning method that trains a tiny add-on instead of the whole model.

Full fine-tuning updates every parameter — expensive. LoRA freezes the original model and trains a small set of extra weights that sit alongside it. The add-on is often just megabytes and can be swapped in and out.

It's how hobbyists fine-tune open models on a single GPU, and how image-model fans share custom art styles.

💡 Think of it like

Clip-on lenses for a camera: you don't rebuild the camera, you snap on a specialty lens.

🧠 Test yourself

Which of these describes LoRA?

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