Fine-Tune Llama 3.2 on Your MacBook: Build a Text-to-SQL Model with Just 18GB RAM

Every tutorial on fine-tuning LLMs starts the same way: "Spin up an A100 on AWS..." Not this one. In this guide, you'll fine-tune Meta's Llama 3.2 1B into a Text-to-SQL assistant — entirely on your Ma