Fine-Tuning
Platform comparisons, training cost analysis, and step-by-step workflows for fine-tuning models in production. LoRA, QLoRA, and full fine-tuning with measured results across providers.
- LoRA Fine-Tuning Tutorial: Step-by-Step With Together AI
A practical walkthrough for fine-tuning open-source LLMs with LoRA on Together AI. Covers dataset prep, API calls, hyperparameters, and the mistakes that waste your training budget.
- Fine-Tuning LLMs: When It Makes Sense vs RAG
A data-driven comparison of fine-tuning vs RAG for production LLM deployments. Specific numbers, real trade-offs, and a decision framework for managed-models teams.