⭐Beginner? Start here!

If you're a beginner, here might be the first questions you'll ask before your first fine-tune. You can also always ask our community by joining our Reddit page.

🧬Fine-tuning Guide

Step-by-step on how to fine-tune!

Learn the core basics of training.

❓What Model Should I Use?

Instruct or Base Model?

How big should my dataset be?

🚀Tutorials: How To Fine-tune & Run LLMs

How to Run & Fine-tune DeepSeek?

What settings should I set when running Gemma 3?

🤔FAQ + Is Fine-tuning Right For Me?

What can fine-tuning do for me?

RAG vs. Fine-tuning?

📥Installing + Updating

How do I install Unsloth locally?

How to update Unsloth?

📈Datasets Guide

How do I structure/prepare my dataset?

How do I collect data?

🛠️Unsloth Requirements

Does Unsloth work on my GPU?

How much VRAM will I need?

🖥️Running & Saving Models

How do I save my model locally?

How do I run my model via Ollama or vLLM?

🧠LoRA Hyperparameters Guide

What happens when I change a parameter?

What parameters should I change?