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Fine-Tuning

Adapting models to your domain: LoRA, QLoRA, full fine-tunes, and when each is worth it.

  1. Advanced

    LoRA and QLoRA: fine-tuning on a budget

    Fine-tuning used to need a lab's worth of hardware. LoRA and QLoRA changed that. What they are, when fine-tuning is the right tool at all, and what to reach for.

  2. Advanced

    Preparing a fine-tuning dataset

    A fine-tune is only as good as its data. What a good dataset looks like, why quality and consistency beat quantity, and the mistakes that quietly ruin a run.