📒 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
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

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 Advanced Llama3 1	GRPO	Open in Kaggle
Kaggle Qwen2.5	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!