# notebooks

**Repository Path**: lalala-payphone/notebooks

## Basic Information

- **Project Name**: notebooks
- **Description**: No description available
- **Primary Language**: Python
- **License**: LGPL-3.0
- **Default Branch**: feat/gemma3-vision
- **Homepage**: None
- **GVP Project**: No

## Statistics

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- **Forks**: 0
- **Created**: 2025-07-12
- **Last Updated**: 2025-07-12

## Categories & Tags

**Categories**: Uncategorized

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## README

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<!-- 🛑 🚨 DO NOT EDIT MANUALLY THIS SECTION UNTIL `end of notebook links`!! 🛑 🚨 -->
<!-- 🛑 🚨 THIS SECTION IS GENERATED BY `update_all_notebooks.py` AUTOMATICALLY 🛑 🚨  -->

## 📒 Fine-tuning Notebooks
Below are our notebooks for Google Colab categorized by model. You can view our [Kaggle notebooks here](https://github.com/unslothai/notebooks/#-kaggle-notebooks).<br>Use our guided notebooks to prep data, train, evaluate, and save your model. View our main [GitHub repo here](https://github.com/unslothai/unsloth).

### Main Notebooks

| Model                      | Type           | Notebook Link                                                                                                                                                                                          |
| -------------------------- | -------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| **Qwen3 (14B)**            | Conversational | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%2814B%29-Reasoning-Conversational.ipynb) |
| **Qwen3-Base (4B)**        | GRPO | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%284B%29-GRPO.ipynb)        |
| **Gemma 3 (4B)**           | Conversational | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_%284B%29.ipynb)                          |
| **Llama 3.2 (3B)**         | Conversational | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%281B_and_3B%29-Conversational.ipynb)  |
| **Phi-4 (14B)**            | Conversational | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb)                     |
| **Llama 3.2 Vision (11B)** | Vision         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%2811B%29-Vision.ipynb)                |
| **Llama 3.1 (8B)**         | Alpaca         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_%288B%29-Alpaca.ipynb)                 |
| **Mistral v0.3 (7B)**      | Conversational | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_%287B%29-Conversational.ipynb)     |
| **DeepSeek-R1-0528-Qwen3 (8B)**        | GRPO | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb)        |
| **Llama 3.2 (3B) by Meta** | Synthetic Data | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta_Synthetic_Data_Llama3_2_%283B%29.ipynb)    |
| **Sesame-CSM (1B)**        | TTS            | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_%281B%29-TTS.ipynb)                  |

### Text-to-Speech (TTS) Notebooks

| Model                | Type | Notebook Link                                                                                                                                                                         |
| -------------------- | ---- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Sesame-CSM**       | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_%281B%29-TTS.ipynb) |
| **Orpheus-TTS**      | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_%283B%29-TTS.ipynb)    |
| **Spark-TTS**        | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Spark_TTS_%280_5B%29.ipynb)    |
| **Oute-TTS**         | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_%281B%29.ipynb)       |
| **Oute-TTS**         | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_%281B%29.ipynb)       |
| **Llasa TTS (1B)**   | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_%281B%29.ipynb)      |
| **Llasa TTS (3B)**   | TTS  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_%283B%29.ipynb)      |
| **Whisper-Large-V3** | STT  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Whisper.ipynb)                 |

### Vision (Multimodal) Notebooks

| Model               | Type   | Notebook Link                                                                                                                                                                            |
| ------------------- | ------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Llama 3.2 (11B)** | Vision | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%2811B%29-Vision.ipynb)  |
| **Qwen2.5 VL (7B)** | Vision | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_%287B%29-Vision.ipynb) |
| **Pixtral (12B)**   | Vision | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_%2812B%29-Vision.ipynb)   |

### BERT Notebooks

| Model                  | Notebook Link                                                                                                                                                                            |
| -------------------  | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **ModernBERT-large**  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/timothelaborie/text_classification_scripts/blob/main/bert_classification.ipynb)  |

### Specific use-case Notebooks
| Usecase             | Model                         | Notebook Link |
|---------------------|-------------------------------|---------------|
| Text Classification | Llama 3.1 (8B)                        | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/timothelaborie/text_classification_scripts/blob/main/unsloth_classification.ipynb) |
| Tool Calling        | Qwen2.5-Coder (1.5B)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb) |
| Multiple Datasets   |                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1njCCbE1YVal9xC83hjdo2hiGItpY_D6t?usp=sharing) |
| KTO                 | Qwen2.5-Instruct (1.5B)                  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1MRgGtLWuZX4ypSfGguFgC-IblTvO2ivM?usp=sharing) |
| Inference Chat UI   | LLaMa 3.2 Vision               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb) |
| Conversational      | LLaMa 3.2 (1B and 3B)          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb) |
| ChatML              | Mistral (7B)                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/15F1xyn8497_dUbxZP4zWmPZ3PJx1Oymv?usp=sharing) |
| Text Completion     | Mistral (7B)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.ipynb) |

<!-- START OF EDITING -->
### GRPO Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Phi 4** **(14B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4_(14B)-GRPO.ipynb) |
| **Llama3.1** **(8B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-GRPO.ipynb) |
| **Meta Synthetic Data Llama3.1** **(8B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta-Synthetic-Data-Llama3.1_(8B).ipynb) |
| **Qwen3** **(4B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.ipynb) |
| **Meta Synthetic Data Llama3 2** **(3B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta_Synthetic_Data_Llama3_2_(3B).ipynb) |
| **Gemma3** **(1B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(1B)-GRPO.ipynb) |
| **Qwen2.5** **(3B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(3B)-GRPO.ipynb) |
| **DeepSeek R1 0528 Qwen3** **(8B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb) |
| **Mistral v0.3** **(7B)** | GRPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-GRPO.ipynb) |

### Gemma Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **CodeGemma** **(7B)** | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeGemma_(7B)-Conversational.ipynb) |
| **Gemma3** **(4B)** | Vision | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision.ipynb) |
| **Gemma3** **(4B)** |  | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B).ipynb) |
| **Gemma2** **(9B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(9B)-Alpaca.ipynb) |
| **Gemma2** **(2B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(2B)-Alpaca.ipynb) |

### Llama Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Llama3.2** **(11B)** | Vision | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb) |
| **Llama3.2** **(1B and 3B)** | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb) |
| **Llama3.2** **(1B)** | RAFT | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B)-RAFT.ipynb) |
| **Llama3.1** **(8B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb) |
| **Llama3.1** **(8B)** | Inference | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Inference.ipynb) |
| **Llasa TTS** **(3B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(3B).ipynb) |
| **Llama3** **(8B)** | ORPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-ORPO.ipynb) |
| **Llama3** **(8B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Alpaca.ipynb) |
| **Llama3** **(8B)** | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Conversational.ipynb) |
| **Llama3** **(8B)** | Ollama | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Ollama.ipynb) |
| **TinyLlama** **(1.1B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/TinyLlama_(1.1B)-Alpaca.ipynb) |
| **Llasa TTS** **(1B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(1B).ipynb) |

### Mistral Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Mistral Small** **(22B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Small_(22B)-Alpaca.ipynb) |
| **Mistral Nemo** **(12B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Nemo_(12B)-Alpaca.ipynb) |
| **Pixtral** **(12B)** | Vision | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_(12B)-Vision.ipynb) |
| **Mistral** **(7B)** | Text Completion | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.ipynb) |
| **Zephyr** **(7B)** | DPO | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Zephyr_(7B)-DPO.ipynb) |
| **Mistral v0.3** **(7B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Alpaca.ipynb) |
| **Mistral v0.3** **(7B)** | CPT | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-CPT.ipynb) |
| **Mistral v0.3** **(7B)** | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Conversational.ipynb) |

### Orpheus Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Orpheus** **(3B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_(3B)-TTS.ipynb) |

### Oute Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Oute TTS** **(1B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_(1B).ipynb) |

### Phi Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Phi 4**  | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb) |
| **Phi 3.5 Mini**  | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3.5_Mini-Conversational.ipynb) |
| **Phi 3 Medium**  | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3_Medium-Conversational.ipynb) |

### Qwen Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Qwen3** **(14B)** | Reasoning Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Reasoning-Conversational.ipynb) |
| **Qwen3** **(14B)** |  | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B).ipynb) |
| **Qwen3** **(14B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Alpaca.ipynb) |
| **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb) |
| **Qwen2.5** **(7B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(7B)-Alpaca.ipynb) |
| **Qwen2.5 Coder** **(14B)** | Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(14B)-Conversational.ipynb) |
| **Qwen2.5 VL** **(7B)** | Vision | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_(7B)-Vision.ipynb) |
| **Qwen2 VL** **(7B)** | Vision | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-Vision.ipynb) |
| **Qwen2** **(7B)** | Alpaca | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_(7B)-Alpaca.ipynb) |

### Spark Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Spark TTS** **(0 5B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Spark_TTS_(0_5B).ipynb) |

### Whisper Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Whisper**  |  | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Whisper.ipynb) |

### Other notebooks Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Magistral** **(24B)** | Reasoning Conversational | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Magistral_(24B)-Reasoning-Conversational.ipynb) |
| **Sesame CSM** **(1B)** | TTS | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_(1B)-TTS.ipynb) |
| **Unsloth**  | Studio | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb) |
| **CodeForces cot Finetune for Reasoning on CodeForces**  | Reasoning | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb) |

# 📒 Kaggle Notebooks
<details>
  <summary>
    Click for all our Kaggle notebooks categorized by model:
  </summary>

### GRPO Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Phi 4** **(14B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4_(14B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Meta Synthetic Data Llama3.1** **(8B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Meta-Synthetic-Data-Llama3.1_(8B).ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3.1** **(8B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Gemma3** **(1B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(1B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Meta Synthetic Data Llama3 2** **(3B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Meta_Synthetic_Data_Llama3_2_(3B).ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen3** **(4B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2.5** **(3B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(3B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **DeepSeek R1 0528 Qwen3** **(8B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral v0.3** **(7B)** | GRPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |

### Gemma Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **CodeGemma** **(7B)** | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeGemma_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Gemma3** **(4B)** |  | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B).ipynb&accelerator=nvidiaTeslaT4) |
| **Gemma3** **(4B)** | Vision | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| **Gemma2** **(2B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(2B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Gemma2** **(9B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(9B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |

### Llama Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Llama3.2** **(1B and 3B)** | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B_and_3B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3.2** **(11B)** | Vision | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(11B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3.2** **(1B)** | RAFT | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B)-RAFT.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3.1** **(8B)** | Inference | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Inference.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3.1** **(8B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Llasa TTS** **(3B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(3B).ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3** **(8B)** | Ollama | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Ollama.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3** **(8B)** | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3** **(8B)** | ORPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-ORPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Llama3** **(8B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **TinyLlama** **(1.1B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-TinyLlama_(1.1B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Llasa TTS** **(1B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4) |

### Mistral Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Mistral Small** **(22B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Small_(22B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral Nemo** **(12B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Nemo_(12B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Pixtral** **(12B)** | Vision | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Pixtral_(12B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral** **(7B)** | Text Completion | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_(7B)-Text_Completion.ipynb&accelerator=nvidiaTeslaT4) |
| **Zephyr** **(7B)** | DPO | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Zephyr_(7B)-DPO.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral v0.3** **(7B)** | CPT | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-CPT.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral v0.3** **(7B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Mistral v0.3** **(7B)** | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |

### Orpheus Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Orpheus** **(3B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Orpheus_(3B)-TTS.ipynb&accelerator=nvidiaTeslaT4) |

### Oute Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Oute TTS** **(1B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Oute_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4) |

### Phi Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Phi 4**  | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Phi 3.5 Mini**  | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3.5_Mini-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Phi 3 Medium**  | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3_Medium-Conversational.ipynb&accelerator=nvidiaTeslaT4) |

### Qwen Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Qwen3** **(14B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen3** **(14B)** |  | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B).ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen3** **(14B)** | Reasoning Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2.5 Coder** **(14B)** | Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_Coder_(14B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2.5** **(7B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2.5 VL** **(7B)** | Vision | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2 VL** **(7B)** | Vision | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| **Qwen2** **(7B)** | Alpaca | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |

### Spark Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Spark TTS** **(0 5B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Spark_TTS_(0_5B).ipynb&accelerator=nvidiaTeslaT4) |

### Whisper Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Whisper**  |  | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Whisper.ipynb&accelerator=nvidiaTeslaT4) |

### Other notebooks Notebooks
| Model | Type | Notebook Link |
| --- | --- | --- |
| **Magistral** **(24B)** | Reasoning Conversational | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Magistral_(24B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| **Sesame CSM** **(1B)** | TTS | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Sesame_CSM_(1B)-TTS.ipynb&accelerator=nvidiaTeslaT4) |
| **CodeForces cot Finetune for Reasoning on CodeForces**  | Reasoning | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb&accelerator=nvidiaTeslaT4) |
| **Unsloth**  | Studio | [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Unsloth_Studio.ipynb&accelerator=nvidiaTeslaT4) |

</details>


<!-- End of Notebook Links -->

# ✨ 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`
    <!-- *   Modify the content of your notebook, adding your code, explanations, and any other relevant information. Make sure to follow the structure and guidelines from the template. -->
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:
    ```bash
    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!