base on 100+ Fine-tuning LLM Notebooks on Google Colab, Kaggle, and more. <div align="center"> <a href="https://unsloth.ai"><picture> <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20logo%20white%20text.png"> <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20logo%20black%20text.png"> <img alt="unsloth logo" src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20logo%20black%20text.png" height="110" style="max-width: 100%;"> </picture></a> <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb"><img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/start free finetune button.png" height="48"></a> <a href="https://discord.gg/unsloth"><img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/Discord button.png" height="48"></a> <a href="https://docs.unsloth.ai"><img src="https://raw.githubusercontent.com/unslothai/unsloth/refs/heads/main/images/Documentation%20Button.png" height="48"></a> </div> ## 📒 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 | | -------------------------- | -------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | **Gemma3N** **(4B)** | Multimodal | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Conversational.ipynb) | | **Qwen3 (14B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%2814B%29-Reasoning-Conversational.ipynb) | | **Qwen3-Base (4B)** | GRPO | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%284B%29-GRPO.ipynb) | | **Gemma 3 (4B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_%284B%29.ipynb) | | **Llama 3.2 (3B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%281B_and_3B%29-Conversational.ipynb) | | **Phi-4 (14B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb) | | **Llama 3.2 Vision (11B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%2811B%29-Vision.ipynb) | | **Llama 3.1 (8B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_%288B%29-Alpaca.ipynb) | | **Mistral v0.3 (7B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_%287B%29-Conversational.ipynb) | | **DeepSeek-R1-0528-Qwen3 (8B)** | GRPO | [](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 | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta_Synthetic_Data_Llama3_2_%283B%29.ipynb) | | **Sesame-CSM (1B)** | TTS | [](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 | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_%281B%29-TTS.ipynb) | | **Orpheus-TTS** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_%283B%29-TTS.ipynb) | | **Spark-TTS** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Spark_TTS_%280_5B%29.ipynb) | | **Oute-TTS** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_%281B%29.ipynb) | | **Oute-TTS** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_%281B%29.ipynb) | | **Llasa TTS (1B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_%281B%29.ipynb) | | **Llasa TTS (3B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_%283B%29.ipynb) | | **Whisper-Large-V3** | STT | [](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 | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_%2811B%29-Vision.ipynb) | | **Qwen2.5 VL (7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_%287B%29-Vision.ipynb) | | **Pixtral (12B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_%2812B%29-Vision.ipynb) | ### BERT Notebooks | Model | Notebook Link | | ------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **ModernBERT-large** | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/bert_classification.ipynb) | ### Specific use-case Notebooks | Usecase | Model | Notebook Link | |---------------------|-------------------------------|---------------| | Text Classification | Llama 3.1 (8B) | [](https://colab.research.google.com/github/timothelaborie/text_classification_scripts/blob/main/unsloth_classification.ipynb) | | Tool Calling | Qwen2.5-Coder (1.5B) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb) | | Multiple Datasets | | [](https://colab.research.google.com/drive/1njCCbE1YVal9xC83hjdo2hiGItpY_D6t?usp=sharing) | | KTO | Qwen2.5-Instruct (1.5B) | [](https://colab.research.google.com/drive/1MRgGtLWuZX4ypSfGguFgC-IblTvO2ivM?usp=sharing) | | Inference Chat UI | LLaMa 3.2 Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb) | | Conversational | LLaMa 3.2 (1B and 3B) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb) | | ChatML | Mistral (7B) | [](https://colab.research.google.com/drive/15F1xyn8497_dUbxZP4zWmPZ3PJx1Oymv?usp=sharing) | | Text Completion | Mistral (7B) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.ipynb) | <!-- 🛑 🚨 DO NOT EDIT MANUALLY THIS SECTION UNTIL `end of notebook links`!! 🛑 🚨 --> <!-- 🛑 🚨 THIS SECTION IS GENERATED BY `update_all_notebooks.py` AUTOMATICALLY 🛑 🚨 --> <!-- START OF EDITING --> ### GRPO Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** **(14B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4_(14B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.1** **(8B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Meta Synthetic Data Llama3.1** **(8B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta-Synthetic-Data-Llama3.1_(8B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(4B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Meta Synthetic Data Llama3 2** **(3B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Meta_Synthetic_Data_Llama3_2_(3B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3** **(1B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(1B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2.5** **(3B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(3B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2 5 7B VL** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_5_7B_VL_GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **DeepSeek R1 0528 Qwen3** **(8B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral v0.3** **(7B)** | GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### GPT-OSS Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) gpt oss** **(120B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(120B)_A100-Fine-tuning.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **gpt oss** **(20B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-Fine-tuning.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **GPT OSS BNB** **(20B)** | Inference | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/GPT_OSS_BNB_(20B)-Inference.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **GPT OSS MXFP4** **(20B)** | Inference | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/GPT_OSS_MXFP4_(20B)-Inference.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Gemma Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Gemma3** **(27B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(27B)_A100-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **CodeGemma** **(7B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeGemma_(7B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3** **(4B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3** **(4B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3N** **(4B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3** **(270M)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(270M).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3** **(4B)** | Vision GRPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision-GRPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3N** **(2B)** | Inference | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(2B)-Inference.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3N** **(4B)** | Multimodal | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma3N** **(4B)** | Audio | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Audio.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma2** **(9B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(9B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Gemma2** **(2B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(2B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Linear Attention Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Liquid LFM2** **(1.2B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Liquid_LFM2_(1.2B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Liquid LFM2** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Liquid_LFM2-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Falcon H1** **(0.5B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Falcon_H1_(0.5B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Falcon H1** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Falcon_H1-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Llama Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Llama3.3** **(70B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.3_(70B)_A100-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.2** **(11B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.2** **(1B and 3B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.2** **(1B)** | RAFT | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B)-RAFT.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.1** **(8B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3.1** **(8B)** | Inference | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Inference.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llasa TTS** **(3B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(3B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3** **(8B)** | ORPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-ORPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3** **(8B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3** **(8B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llama3** **(8B)** | Ollama | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Ollama.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **TinyLlama** **(1.1B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/TinyLlama_(1.1B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Llasa TTS** **(1B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(1B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Mistral Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Mistral Small** **(22B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Small_(22B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral Nemo** **(12B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Nemo_(12B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Pixtral** **(12B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_(12B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral** **(7B)** | Text Completion | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Zephyr** **(7B)** | DPO | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Zephyr_(7B)-DPO.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral v0.3** **(7B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral v0.3** **(7B)** | CPT | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-CPT.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Mistral v0.3** **(7B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Orpheus Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Orpheus** **(3B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_(3B)-TTS.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Oute Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Oute TTS** **(1B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_(1B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Phi Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Phi 3.5 Mini** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3.5_Mini-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Phi 3 Medium** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3_Medium-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Qwen Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Qwen3** **(32B)** | Reasoning Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(32B)_A100-Reasoning-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(4B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-Instruct.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(4B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-Thinking.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(14B)** | Reasoning Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Reasoning-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(14B)** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen3** **(14B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2.5** **(7B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(7B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2.5 Coder** **(14B)** | Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(14B)-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2.5 VL** **(7B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_(7B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2 VL** **(7B)** | Vision | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-Vision.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Qwen2** **(7B)** | Alpaca | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_(7B)-Alpaca.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Spark Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Spark TTS** **(0 5B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Spark_TTS_(0_5B).ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Whisper Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Whisper** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Whisper.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | ### Other Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Magistral** **(24B)** | Reasoning Conversational | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Magistral_(24B)-Reasoning-Conversational.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Sesame CSM** **(1B)** | TTS | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_(1B)-TTS.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **bert classification** | | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/bert_classification.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **Unsloth** | Studio | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | | **CodeForces cot Finetune for Reasoning on CodeForces** | Reasoning | <a href="https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb" target="_blank" rel="noopener noreferrer"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> | # 📒 Kaggle Notebooks <details> <summary> Click for all our Kaggle notebooks categorized by model: </summary> ### GRPO Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** **(14B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4_(14B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Meta Synthetic Data Llama3.1** **(8B)** | GRPO | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.1** **(8B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3** **(1B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(1B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Meta Synthetic Data Llama3 2** **(3B)** | GRPO | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(4B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2.5** **(3B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(3B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2 5 7B VL** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_5_7B_VL_GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **DeepSeek R1 0528 Qwen3** **(8B)** | GRPO | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral v0.3** **(7B)** | GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### GPT-OSS Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) gpt oss** **(120B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt-oss-(120B)_A100-Fine-tuning.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **GPT OSS BNB** **(20B)** | Inference | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-GPT_OSS_BNB_(20B)-Inference.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **gpt oss** **(20B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt-oss-(20B)-Fine-tuning.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **GPT OSS MXFP4** **(20B)** | Inference | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-GPT_OSS_MXFP4_(20B)-Inference.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Gemma Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Gemma3** **(27B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(27B)_A100-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **CodeGemma** **(7B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeGemma_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3** **(4B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3** **(4B)** | Vision GRPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision-GRPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3N** **(4B)** | Audio | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Audio.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3N** **(2B)** | Inference | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(2B)-Inference.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3N** **(4B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3** **(4B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3N** **(4B)** | Multimodal | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma3** **(270M)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(270M).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma2** **(2B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(2B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Gemma2** **(9B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(9B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Linear Attention Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Liquid LFM2** **(1.2B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Liquid_LFM2_(1.2B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Falcon H1** **(0.5B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Falcon_H1_(0.5B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Llama Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Llama3.3** **(70B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.3_(70B)_A100-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.2** **(1B and 3B)** | Conversational | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.2** **(11B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(11B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.2** **(1B)** | RAFT | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B)-RAFT.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.1** **(8B)** | Inference | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Inference.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3.1** **(8B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llasa TTS** **(3B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(3B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3** **(8B)** | Ollama | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Ollama.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3** **(8B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3** **(8B)** | ORPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-ORPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llama3** **(8B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **TinyLlama** **(1.1B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-TinyLlama_(1.1B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Llasa TTS** **(1B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Mistral Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Mistral Small** **(22B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Small_(22B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral Nemo** **(12B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Nemo_(12B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Pixtral** **(12B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Pixtral_(12B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral** **(7B)** | Text Completion | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_(7B)-Text_Completion.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Zephyr** **(7B)** | DPO | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Zephyr_(7B)-DPO.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral v0.3** **(7B)** | CPT | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-CPT.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral v0.3** **(7B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Mistral v0.3** **(7B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Orpheus Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Orpheus** **(3B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Orpheus_(3B)-TTS.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Oute Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Oute TTS** **(1B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Oute_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Phi Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Phi 3.5 Mini** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3.5_Mini-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Phi 3 Medium** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3_Medium-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Qwen Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Qwen3** **(32B)** | Reasoning Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(32B)_A100-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(14B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(4B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-Thinking.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(4B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-Instruct.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(14B)** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen3** **(14B)** | Reasoning Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2.5 Coder** **(14B)** | Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_Coder_(14B)-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2.5** **(7B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2.5 VL** **(7B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2 VL** **(7B)** | Vision | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Qwen2** **(7B)** | Alpaca | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Spark Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Spark TTS** **(0 5B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Spark_TTS_(0_5B).ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Whisper Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Whisper** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Whisper.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | ### Other Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Magistral** **(24B)** | Reasoning Conversational | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Magistral_(24B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Sesame CSM** **(1B)** | TTS | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Sesame_CSM_(1B)-TTS.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **CodeForces cot Finetune for Reasoning on CodeForces** | Reasoning | <a href="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" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **Unsloth** | Studio | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Unsloth_Studio.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | | **bert classification** | | <a href="https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-bert_classification.ipynb&accelerator=nvidiaTeslaT4" target="_blank" rel="noopener noreferrer"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle"></a> | </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! ", Assign "at most 3 tags" to the expected json: {"id":"13959","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"