Philipp Schmid • 12/20/2024

How to fine-tune open LLMs in 2025 with Hugging Face

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This article provides a detailed, advanced tutorial for fine-tuning open-source LLMs in 2025 using the Hugging Face ecosystem. It covers optimization techniques like QLoRA and Spectrum, distributed training with DeepSpeed, performance improvements with Flash Attention, and a workflow from dataset preparation to model evaluation, targeting developers with consumer-grade GPUs.

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#Hugging Face #Peft #Distributed Training
How to fine-tune open LLMs in 2025 with Hugging Face

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