GPU memory

96. LoRA: Fine-Tune a Billion-Parameter Model on a Laptop

This article explains how the LoRA (Low-Rank Adaptation) technique enables fine-tuning billion-parameter language models on consumer hardware like laptops. Instead of updating all parameters, LoRA adds tiny trainable modules, drastically reducing GPU memory requirements.