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Magnifying lamp illuminates a green circuit board on a workbench surrounded by electronics tools and components
Tutorial · ai

How to fine-tune a small language model with LoRA

Adapt a small open model to your task with LoRA and QLoRA: choose the right base, build a clean chat-format dataset, train lightweight adapters on a single GPU, read the loss honestly, and know when fine-tuning is the wrong tool entirely.

Ahmad J · Aug 12, 2026 · 4 min read