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Fine-Tuning LLMs Locally Using MLX LM: A Comprehensive Guide

Fine-tuning large language models has traditionally required expensive cloud GPU resources and complex infrastructure setups. Apple’s MLX framework changes this paradigm by enabling efficient local fine-tuning on Apple Silicon hardware using advanced techniques like LoRA and QLoRA.

In this comprehensive guide, we’ll explore how to leverage MLX LM to fine-tune state-of-the-art language models directly on your Mac, making custom AI development accessible to developers and researchers working with limited computational resources.

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