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Dec 05, 2025 6 min read#MLOps#Fine-tuning#Python

Fine-tuning LoRA Models on a MacBook Pro

A guide on optimizing memory usage and managing disk space when fine-tuning small language models locally.

Low-Rank Adaptation (LoRA) makes it feasible to fine-tune capable models on consumer hardware by training a small set of adapter weights instead of the full network.

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