Tutorial: Train your own Reasoning model with GRPO | Unsloth Documentation

Beginner's Guide to transforming a model like Llama 3.1 (8B) into a reasoning model by using Unsloth and GRPO.

Tutorial: Train your own Reasoning model with GRPO | Unsloth Documentation Introducing Unsloth Studio: a new web UI for local AI 🦥 🇺🇸 English Get Started 🦥 Homepage 🔮 Models ⭐ Beginner? 📒 Unsloth Notebooks 📥 Installation 🧬 Fine-tuning Guide 💡 Reinforcement Learning 🌀 7x Longer Context RL 👁️‍🗨️ Vision RL 🎱 FP8 RL ⚡ Tutorial: GRPO Training 🧩 Advanced RL Docs Memory Efficient RL 🏆 DPO, ORPO, KTO New 🦥 Introducing Unsloth Studio Unsloth API endpoint Unsloth Updates Models Complete LLM Directory GLM-5.2 DiffusionGemma ✨ Gemma 4 💜 Qwen3.6 🌘 Kimi K2.7 Code 🪽 Run MTP Models MiniMax

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• Saeejith Nair

related reading

• GRPO++: Tricks for Making RL Actually Workcameronrwolfe.substack.com
• Why GRPO is Important and How it Worksghost.oxen.ai
• DeepSeek-R1arxiv.org
• GRPO Trainer · Hugging Facehuggingface.co
• State of RL for reasoning LLMs | A. Weersaweers.de
• The State of Reinforcement Learning for LLM Reasoningmagazine.sebastianraschka.com
• Interactive Visualization of RL Algorithms for LLM Trainingzcy233035.github.io
• A vision researcher’s guide to some RL stuff: PPO & GRPO - Yuge (Jimmy) Shiyugeten.github.io
• The Math Behind DeepSeek: A Deep Dive into Group Relative Policy Optimization (GRPO)medium.com
• As Rocks May Think | Eric Jangevjang.com
• Bite: How Deepseek R1 was trainedphilschmid.de
• Trainloop AItrainloop.ai