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Tutorial: Unsloth for Small Language Models Fine-Tuning Small Language Models (SLMs) can deliver strong performance with far lower computational demands than large LLMs, making them ideal for on-device, edge, or cost-sensitive applications. However, fine-tuning them effectively and quickly on limited hardware remains challenging. This hands-on tutorial on Unsloth, an open-source library that makes fine-tuning SLMs dramatically faster and more memory-efficient.