Glossary · Training & tuning

fine-tuning

Further training a pretrained model on a smaller, task-specific dataset to specialize its behavior.

Related terms

• Hugging Face Transformers
• LoRA (low-rank adaptation)
• QLoRA
• alignment (LLM)
• direct preference optimization (DPO)
• extended thinking

Vynaris is an inference gateway that routes each request to the cheapest right-sized model and shows the receipt. Get an API key or read the docs.