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Fine-tuning doesn't require a server cluster! This project uses QLoRA to optimize BERT for news classification. By combining 4-bit quantization and LoRA, I slashed VRAM usage by 75% and trained only 2% of parameters. The result? A pro-level classifier in a tiny 20MB adapter file—high performance, minimal hardware.