# notebooks

**Repository Path**: holazzer/notebooks

## Basic Information

- **Project Name**: notebooks
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: LGPL-3.0
- **Default Branch**: feat/latest-transformers
- **Homepage**: None
- **GVP Project**: No

## Statistics

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- **Created**: 2025-06-22
- **Last Updated**: 2025-06-22

## 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)                  |

### Llama Notebooks

| Model                                  | Type           | Notebook Link                                                                                                                                                                                         |
| -------------------------------------- | -------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Llama 3.2 (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_%281B_and_3B%29-Conversational.ipynb) |
| **Llama 3.2 (1B and 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/Advanced_Llama3_2_(3B)_GRPO_LoRA.ipynb)     |
| **Llama 3.1 (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_%288B%29-GRPO.ipynb)     |
| **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)               |
| **Llama 3.2 (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_%281B%29-RAFT.ipynb)                  |
| **Llama 3.1 (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_%288B%29-Inference.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)                |
| **Llama 3 (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_%288B%29-Ollama.ipynb)                  |
| **Llama 3 (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_%288B%29-Alpaca.ipynb)                  |
| **Llama 3 (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_%288B%29-ORPO.ipynb)                    |
| **Llama 3 (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_%288B%29-Conversational.ipynb)          |
| **Meta Synthetic Data Llama 3.2 (3B)** | 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)   |

### 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_%2814B%29-Reasoning-Conversational.ipynb) |
| **Qwen3-Base (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_%2814B%29-Alpaca.ipynb)                   |
| **Qwen 2.5 (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_%283B%29-GRPO.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_%281.5B%29-Tool_Calling.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)               |
| **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_%2814B%29-Conversational.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_%287B%29-Alpaca.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_%287B%29-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_%287B%29-Alpaca.ipynb)                    |

### Gemma Notebooks

| Model              | Type           | Notebook Link                                                                                                                                                                                   |
| ------------------ | -------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **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)                   |
| **Gemma 3 (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_%281B%29-GRPO.ipynb)       |
| **Gemma 2 (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_%282B%29-Alpaca.ipynb)            |
| **Gemma 2 (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_%289B%29-Alpaca.ipynb)            |
| **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_%287B%29-Conversational.ipynb) |

### Mistral Notebooks

| Model                   | Type            | Notebook Link                                                                                                                                                                                      |
| ----------------------- | --------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **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) |
| **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_%287B%29-CPT.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_%287B%29-GRPO.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_%287B%29-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_%2812B%29-Vision.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_%287B%29-DPO.ipynb)                  |
| **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_%2822B%29-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_%2812B%29-Alpaca.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_%287B%29-Text_Completion.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-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_%2814B%29-GRPO.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) |

### 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) |


### GRPO Notebooks

| Model                 | Type | Notebook Link                                                                                                                                                                            |
| --------------------- | ---- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **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)        |
| **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_%2814B%29-GRPO.ipynb)       |
| **Llama 3.1 (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_%288B%29-GRPO.ipynb)     |
| **Gemma 3 (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_%281B%29-GRPO.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)        |
| **Qwen 2.5 (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_%283B%29-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_%287B%29-GRPO.ipynb) |

### Other Notebooks

| Model                                                   | Type         | Notebook Link                                                                                                                                                                                                     |
| ------------------------------------------------------- | ------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **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_%281.5B%29-Tool_Calling.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_%281.1B%29-Alpaca.ipynb)                         |
| **Meta Synthetic Data Llama 3.1 (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_%288B%29.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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Phi 4 | GRPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4_(14B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3.1 | GRPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Meta Synthetic Data Llama3.1 | GRPO | [Open in Kaggle](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) |
| Kaggle Gemma3 | GRPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(1B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Meta Synthetic Data Llama3 2 | GRPO | [Open in Kaggle](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) |
| Kaggle Qwen3 | GRPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2.5 | GRPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(3B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral v0.3 | GRPO | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Gemma3 |  | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B).ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Gemma2 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(9B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Gemma2 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(2B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle CodeGemma | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeGemma_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |

### Llama Notebooks
| Model | Type | Kaggle Link |
| --- | --- | --- |
| Kaggle Llama3.2 | Vision | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(11B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3.2 | Conversational | [Open in Kaggle](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) |
| Kaggle Llama3.2 | RAFT | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B)-RAFT.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3.1 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3.1 | Inference | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Inference.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3 | Ollama | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Ollama.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3 | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llama3 | ORPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-ORPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llasa TTS | TTS | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(3B).ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle TinyLlama | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-TinyLlama_(1.1B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Llasa TTS | TTS | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Mistral v0.3 | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral v0.3 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral v0.3 | CPT | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-CPT.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral | Text Completion | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_(7B)-Text_Completion.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Pixtral | Vision | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Pixtral_(12B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral Nemo | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Nemo_(12B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Zephyr | DPO | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Zephyr_(7B)-DPO.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Mistral Small | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Small_(22B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |

### Orpheus Notebooks
| Model | Type | Kaggle Link |
| --- | --- | --- |
| Kaggle Orpheus | TTS | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Oute TTS | TTS | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Phi 4 | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Phi 3.5 Mini | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3.5_Mini-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Phi 3 Medium | Conversational | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Qwen3 | Reasoning Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen3 |  | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B).ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen3 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2.5 | Alpaca | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2.5 Coder | Conversational | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_Coder_(14B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2.5 Coder | Tool Calling | [Open in Kaggle](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) |
| Kaggle Qwen2.5 VL | Vision | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2 VL | Vision | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Qwen2 | Alpaca | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Spark TTS | TTS | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle Whisper |  | [Open in Kaggle](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 | Kaggle Link |
| --- | --- | --- |
| Kaggle CodeForces cot Finetune for Reasoning on CodeForces | Reasoning | [Open in Kaggle](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) |
| Kaggle Unsloth | Studio | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Unsloth_Studio.ipynb&accelerator=nvidiaTeslaT4) |
| Kaggle Sesame CSM | TTS | [Open in Kaggle](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Sesame_CSM_(1B)-TTS.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!