How to Prepare Your Data for LLM Fine-Tuning: Formats, Cleaning, and Best Practices

Fine-tuning an LLM starts with data — and most teams underestimate how much cleaning, formatting, and quality control is needed before a dataset is ready for training. This guide walks through the entire preparation pipeline.