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Unsloth Fine-tuning Notebooks for Google Colab, Kaggle, Hugging Face and more.

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📒 Fine-tuning Notebooks

Below are our notebooks for Google Colab categorized by model. You can also view our Kaggle notebooks here.

GRPO Notebooks

Model Type Colab Link
Phi 4 GRPO Open in Colab
Llama3.1 GRPO Open in Colab
Meta Synthetic Data Llama3.1 GRPO Open in Colab
Advanced Llama3 1 GRPO Open in Colab
Qwen3 GRPO Open in Colab
Meta Synthetic Data Llama3 2 GRPO Open in Colab
Gemma3 GRPO Open in Colab
Qwen2.5 GRPO Open in Colab
Mistral v0.3 GRPO Open in Colab
Mistral v0.3 GRPO Open in Colab

Gemma Notebooks

Model Type Colab Link
Gemma3 Open in Colab
Gemma2 Alpaca Open in Colab
Gemma2 Alpaca Open in Colab
CodeGemma Conversational Open in Colab

Llama Notebooks

Model Type Colab Link
Llama3.2 Vision Open in Colab
Llama3.2 Conversational Open in Colab
Llama3.1 Alpaca Open in Colab
Llama3.1 Inference Open in Colab
Llama3 ORPO Open in Colab
Llama3 Alpaca Open in Colab
Llama3 Conversational Open in Colab
Llama3 Ollama Open in Colab
TinyLlama Alpaca Open in Colab
Llasa TTS TTS Open in Colab

Mistral Notebooks

Model Type Colab Link
Mistral v0.3 Alpaca Open in Colab
Mistral v0.3 CPT Open in Colab
Mistral v0.3 Conversational Open in Colab
Mistral Text Completion Open in Colab
Mistral Small Alpaca Open in Colab
Zephyr DPO Open in Colab
Mistral Nemo Alpaca Open in Colab
Pixtral Vision Open in Colab

Orpheus Notebooks

Model Type Colab Link
Orpheus TTS Open in Colab

Oute Notebooks

Model Type Colab Link
Oute TTS TTS Open in Colab

Phi Notebooks

Model Type Colab Link
Phi 4 Conversational Open in Colab
Phi 3.5 Mini Conversational Open in Colab
Phi 3 Medium Conversational Open in Colab

Qwen Notebooks

Model Type Colab Link
Qwen3 Reasoning Conversational Open in Colab
Qwen3 Open in Colab
Qwen3 Alpaca Open in Colab
Qwen2.5 Coder Tool Calling Open in Colab
Qwen2.5 Alpaca Open in Colab
Qwen2.5 Coder Conversational Open in Colab
Qwen2.5 VL Vision Open in Colab
Qwen2 VL Vision Open in Colab
Qwen2 Alpaca Open in Colab

Spark Notebooks

Model Type Colab Link
Spark TTS TTS Open in Colab

Whisper Notebooks

Model Type Colab Link
Whisper Open in Colab

Other notebooks Notebooks

Model Type Colab Link
Unsloth Studio Open in Colab
CodeForces cot Finetune for Reasoning on CodeForces Reasoning Open in Colab

📒 Kaggle Notebooks

Click for all our Kaggle notebooks categorized by model:

GRPO Notebooks

Model Type Kaggle Link
Kaggle Phi 4 GRPO Open in Kaggle
Kaggle Meta Synthetic Data Llama3.1 GRPO Open in Kaggle
Kaggle Llama3.1 GRPO Open in Kaggle
Kaggle Gemma3 GRPO Open in Kaggle
Kaggle Meta Synthetic Data Llama3 2 GRPO Open in Kaggle
Kaggle Qwen3 GRPO Open in Kaggle
Kaggle Advanced Llama3 1 GRPO Open in Kaggle
Kaggle Qwen2.5 GRPO Open in Kaggle
Kaggle Mistral v0.3 GRPO Open in Kaggle
Kaggle Mistral v0.3 GRPO Open in Kaggle

Gemma Notebooks

Model Type Kaggle Link
Kaggle Gemma3 Open in Kaggle
Kaggle Gemma2 Alpaca Open in Kaggle
Kaggle Gemma2 Alpaca Open in Kaggle
Kaggle CodeGemma Conversational Open in Kaggle

Llama Notebooks

Model Type Kaggle Link
Kaggle Llama3.2 Conversational Open in Kaggle
Kaggle Llama3.2 Vision Open in Kaggle
Kaggle Llama3.1 Inference Open in Kaggle
Kaggle Llama3.1 Alpaca Open in Kaggle
Kaggle Llama3 Ollama Open in Kaggle
Kaggle Llama3 Conversational Open in Kaggle
Kaggle Llama3 ORPO Open in Kaggle
Kaggle Llama3 Alpaca Open in Kaggle
Kaggle Llasa TTS TTS Open in Kaggle
Kaggle TinyLlama Alpaca Open in Kaggle

Mistral Notebooks

Model Type Kaggle Link
Kaggle Mistral v0.3 CPT Open in Kaggle
Kaggle Mistral v0.3 Alpaca Open in Kaggle
Kaggle Mistral v0.3 Conversational Open in Kaggle
Kaggle Mistral Small Alpaca Open in Kaggle
Kaggle Mistral Nemo Alpaca Open in Kaggle
Kaggle Mistral Text Completion Open in Kaggle
Kaggle Zephyr DPO Open in Kaggle
Kaggle Pixtral Vision Open in Kaggle

Orpheus Notebooks

Model Type Kaggle Link
Kaggle Orpheus TTS Open in Kaggle

Oute Notebooks

Model Type Kaggle Link
Kaggle Oute TTS TTS Open in Kaggle

Phi Notebooks

Model Type Kaggle Link
Kaggle Phi 4 Conversational Open in Kaggle
Kaggle Phi 3.5 Mini Conversational Open in Kaggle
Kaggle Phi 3 Medium Conversational Open in Kaggle

Qwen Notebooks

Model Type Kaggle Link
Kaggle Qwen3 Alpaca Open in Kaggle
Kaggle Qwen3 Open in Kaggle
Kaggle Qwen3 Reasoning Conversational Open in Kaggle
Kaggle Qwen2.5 Coder Conversational Open in Kaggle
Kaggle Qwen2.5 Alpaca Open in Kaggle
Kaggle Qwen2.5 Coder Tool Calling Open in Kaggle
Kaggle Qwen2.5 VL Vision Open in Kaggle
Kaggle Qwen2 VL Vision Open in Kaggle
Kaggle Qwen2 Alpaca Open in Kaggle

Spark Notebooks

Model Type Kaggle Link
Kaggle Spark TTS TTS Open in Kaggle

Whisper Notebooks

Model Type Kaggle Link
Kaggle Whisper Open in Kaggle

Other notebooks Notebooks

Model Type Kaggle Link
Kaggle CodeForces cot Finetune for Reasoning on CodeForces Reasoning Open in Kaggle
Kaggle Unsloth Studio Open in Kaggle

✨ Contributing to Notebooks

If you'd like to contribute to our notebooks, here's a guide to get you started:

  1. Find the Template: We've provided a template notebook called Template_Notebook.ipynb in the root directory of this project. This template contains the basic structure and formatting guidelines for all notebooks in this collection.
  2. Create Your Notebook:
    • Make a copy of Template_Notebook.ipynb.
    • Rename the copied file to follow this naming convention:
      • LLM Notebooks: <Model Name>-<Type>.ipynb (e.g., Mistral_v0.3_(7B)-Alpaca.ipynb)
      • Vision Notebooks: <Model Name>-Vision.ipynb (e.g., Llava_v1.6_(7B)-Vision.ipynb)
      • Example of <Type>: Alpaca, Conversational, CPT, DPO, ORPO, Text_Completion, CSV, Inference, Unsloth_Studio
  3. Place in original_template: Once your notebook is ready, move it to the original_template directory.
  4. Update Notebooks: Run the following command in your terminal: 
    python update_all_notebooks.py
    This script will automatically:
    • Copy your notebook from original_template to the notebooks directory.
    • Update the notebook's internal sections (like Installation, News) to ensure consistency.
    • Add your notebook to the appropriate list in this README.md file.
  5. Create a Pull Request: After that, just create a pull request (PR) to merge your changes, making it available for everyone!
    • We appreciate your contributions and look forward to reviewing your notebooks!

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Unsloth Fine-tuning Notebooks for Google Colab, Kaggle, Hugging Face and more.

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