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LoRA Explained: How to Fine-Tune LLMs on a Budget

LoRA Explained: How to Fine-Tune LLMs on a Budget

TLDR: Fine-tuning a 7B-parameter LLM updates billions of weights and requires expensive GPUs. LoRA (Low-Rank Adaptation) freezes the original weights and trains only tiny adapter matrices that are added on top. 90%+ memory reduction; zero inference l...

Mar 9, 2026•15 min read

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