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## ���� 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/m
格式：ipynb 资源大小：774.4KB
Unsloth 2025.6.8 官方微调大模型示例 （216个子文件） 
config 263B description 73B exclude 240B HEAD 187B HEAD 187B HEAD 30B HEAD 21B pack-eda5d8b86273b6051cc2a654bb2d0a3222c4f69f.idx 131KB index 19KB Sesame_CSM_(1B)-TTS.ipynb 1.38MB Kaggle-Sesame_CSM_(1B)-TTS.ipynb 1.38MB Sesame_CSM_(1B)-TTS.ipynb 1.38MB HuggingFace Course-DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb 872KB DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb 872KB Kaggle-DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb 871KB DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb 866KB Whisper.ipynb 774KB Kaggle-Whisper.ipynb 774KB Whisper.ipynb 770KB Oute_TTS_(1B).ipynb 732KB Kaggle-Oute_TTS_(1B).ipynb 732KB Oute_TTS_(1B).ipynb 678KB Pixtral_(12B)-Vision.ipynb 669KB Kaggle-Pixtral_(12B)-Vision.ipynb 669KB Pixtral_(12B)-Vision.ipynb 665KB HuggingFace Course-Qwen2.5_(3B)-GRPO.ipynb 645KB Qwen2.5_(3B)-GRPO.ipynb 645KB Kaggle-Qwen2.5_(3B)-GRPO.ipynb 644KB Qwen2.5_(3B)-GRPO.ipynb 641KB HuggingFace Course-Qwen3_(4B)-GRPO.ipynb 612KB Qwen3_(4B)-GRPO.ipynb 611KB Kaggle-Qwen3_(4B)-GRPO.ipynb 610KB Qwen3_(4B)-GRPO.ipynb 607KB HuggingFace Course-Mistral_v0.3_(7B)-GRPO.ipynb 599KB Mistral_v0.3_(7B)-GRPO.ipynb 599KB Kaggle-Mistral_v0.3_(7B)-GRPO.ipynb 598KB Mistral_v0.3_(7B)-GRPO.ipynb 593KB HuggingFace Course-Llama3.1_(8B)-GRPO.ipynb 589KB Llama3.1_(8B)-GRPO.ipynb 589KB Kaggle-Llama3.1_(8B)-GRPO.ipynb 587KB Llama3.1_(8B)-GRPO.ipynb 585KB Orpheus_(3B)-TTS.ipynb 584KB Kaggle-Orpheus_(3B)-TTS.ipynb 584KB Orpheus_(3B)-TTS.ipynb 580KB Advanced_Llama3_2_(3B)_GRPO_LoRA.ipynb 577KB HuggingFace Course-Advanced_Llama3_2_(3B)_GRPO_LoRA.ipynb 577KB Advanced_Llama3_2_(3B)_GRPO_LoRA.ipynb 577KB Kaggle-Advanced_Llama3_2_(3B)_GRPO_LoRA.ipynb 576KB Gemma3N_(4B)-Conversational.ipynb 549KB Llasa_TTS_(1B).ipynb 522KB Llasa_TTS_(3B).ipynb 522KB Kaggle-Llasa_TTS_(1B).ipynb 522KB Kaggle-Llasa_TTS_(3B).ipynb 522KB Llasa_TTS_(1B).ipynb 518KB Llasa_TTS_(3B).ipynb 518KB Gemma3N_(4B)-Conversational.ipynb 502KB Kaggle-Gemma3N_(4B)-Conversational.ipynb 501KB Llama3.2_(11B)-Vision.ipynb 461KB Kaggle-Llama3.2_(11B)-Vision.ipynb 461KB Llama3.2_(11B)-Vision.ipynb 457KB HuggingFace Course-Advanced_Llama3_1_(3B)_GRPO_LoRA.ipynb 409KB Advanced_Llama3_1_(3B)_GRPO_LoRA.ipynb 409KB Kaggle-Advanced_Llama3_1_(3B)_GRPO_LoRA.ipynb 407KB Advanced_Llama3_1_(3B)_GRPO_LoRA.ipynb 405KB Spark_TTS_(0_5B).ipynb 363KB Kaggle-Spark_TTS_(0_5B).ipynb 363KB Spark_TTS_(0_5B).ipynb 359KB Llama3_(8B)-Ollama.ipynb 346KB Kaggle-Llama3_(8B)-Ollama.ipynb 346KB Llama3_(8B)-Ollama.ipynb 338KB Zephyr_(7B)-DPO.ipynb 326KB Kaggle-Zephyr_(7B)-DPO.ipynb 326KB Zephyr_(7B)-DPO.ipynb 322KB CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb 322KB Kaggle-CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb 321KB CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb 319KB Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb 318KB Kaggle-Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb 318KB Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb 314KB Qwen3_(14B)-Reasoning-Conversational.ipynb 290KB Kaggle-Qwen3_(14B)-Reasoning-Conversational.ipynb 290KB Qwen3_(14B)-Reasoning-Conversational.ipynb 287KB HuggingFace Course-Phi_4_(14B)-GRPO.ipynb 277KB Phi_4_(14B)-GRPO.ipynb 277KB Kaggle-Phi_4_(14B)-GRPO.ipynb 276KB Phi_4_(14B)-GRPO.ipynb 273KB Qwen2.5_Coder_(14B)-Conversational.ipynb 251KB Kaggle-Qwen2.5_Coder_(14B)-Conversational.ipynb 251KB Phi_4-Conversational.ipynb 250KB Kaggle-Phi_4-Conversational.ipynb 250KB Qwen2.5_Coder_(14B)-Conversational.ipynb 247KB Phi_4-Conversational.ipynb 245KB Qwen3_(14B)-Alpaca.ipynb 237KB Kaggle-Qwen3_(14B)-Alpaca.ipynb 237KB Qwen3_(14B)-Alpaca.ipynb 234KB Gemma3_(4B)-Vision.ipynb 233KB Phi_3_Medium-Conversational.ipynb 226KB Kaggle-Phi_3_Medium-Conversational.ipynb 226KB Mistral_Nemo_(12B)-Alpaca.ipynb 223KB Kaggle-Mistral_Nemo_(12B)-Alpaca.ipynb 222KB共 216 条
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