Part 19Fine-tuning & Adaptation
Fine-Tuning vs RAG vs Prompting: An Eval-First Decision Procedure
Diagnose whether your gap is knowledge or behavior, then climb from prompting to RAG to fine-tuning only when the cheaper rung plateaus.
2 articles.
Part 19Fine-tuning & Adaptation
Diagnose whether your gap is knowledge or behavior, then climb from prompting to RAG to fine-tuning only when the cheaper rung plateaus.
Part 20Fine-tuning & Adaptation
A practical LoRA recipe for an 8B model on 5K examples: data hygiene, hyperparameters, a real GPU memory budget, and eval-driven checkpoint selection.