## 📒 Fine-tuning Notebooks Below are Colab notebooks, organized by model. You can also view all [notebooks in our docs](https://unsloth.ai/docs/get-started/unsloth-notebooks).The notebooks run locally and feature data prep, training and inference. Read our [fine-tuning guide](https://unsloth.ai/docs/get-started/fine-tuning-llms-guide). ### Main Notebooks | Model | Type | Notebook Link | |-----------------------------|----------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | **Unsloth Studio** | Chat UI | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb) | | **Gemma 4 (E2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_%28E2B%29-Vision.ipynb) | | **Qwen3.5 (4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_%284B%29_Vision.ipynb) | | **Qwen3.5 (2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_%282B%29_Vision.ipynb) | | **gpt-oss (20B)** | Fine-tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-%2820B%29-Fine-tuning.ipynb) | | **gpt-oss (20B)** | GRPO | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-%2820B%29-GRPO.ipynb) | | **Qwen3 (14B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%2814B%29-Reasoning-Conversational.ipynb) | | **Qwen3-VL (8B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_%288B%29-Vision.ipynb) | | **Qwen3-Embedding (0.6B)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_Embedding_(0_6B).ipynb) | | **Qwen3: Advanced GRPO** | GRPO | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_%284B%29-GRPO.ipynb) | | **Gemma 3 (4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_%284B%29-Vision.ipynb) | | **Gemma 3N (4B)** | Audio | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_%284B%29-Audio.ipynb) | | **embeddinggemma (300M)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/EmbeddingGemma_%28300M%29.ipynb) | | **Mistral Ministral 3 (3B)**| Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Ministral_3_VL_%283B%29_Vision.ipynb) | | **Mistral v0.3 (7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Alpaca.ipynb) | | **Llama 3.1 (8B) Alpaca** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_%288B%29-Alpaca.ipynb) | | **Llama 3.2 (1B + 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) | | **Orpheus-TTS (3B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_%283B%29-TTS.ipynb) | ### Gemma 4 Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Gemma4** **(E2B)** | Sudoku (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_Reinforcement_Learning_Sudoku_Game.ipynb) | | **Gemma4** **(E2B)** | Auto Kernel Creation (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_GRPO.ipynb) | | **Gemma4** **(E2B)** | 2048 Game (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_Reinforcement_Learning_2048_Game.ipynb) | | **Gemma4** **(31B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(31B)-Vision.ipynb) | | **Gemma4** **(31B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(31B)-Text.ipynb) | | **Gemma4** **(E4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E4B)-Vision.ipynb) | | **Gemma4** **(E4B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E4B)-Text.ipynb) | | **Gemma4** **(E4B)** | Audio | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E4B)-Audio.ipynb) | | **Gemma4** **(26B A4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(26B_A4B)-Vision.ipynb) | | **Gemma4** **(26B A4B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(26B_A4B)-Text.ipynb) | | **Gemma4** **(E2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)-Vision.ipynb) | | **Gemma4** **(E2B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)-Text.ipynb) | | **Gemma4** **(E2B)** | Audio | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)-Audio.ipynb) | ### GRPO & Reinforcement Learning Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Muse Glimmer** **(30B)** | Sudoku | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-GRPO.ipynb) | | **Llama3.1** **(8B)** | GSM8K Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-GRPO.ipynb) | | **NeMo Gym Sudoku** | Sudoku | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/NeMo-Gym-Sudoku.ipynb) | | **NeMo Gym Multi Environment** | Multi Environment | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/NeMo-Gym-Multi-Environment.ipynb) | | **gpt oss BF16** **(20B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.ipynb) | | **gpt oss** **(20B)** | Minesweeper Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_Reinforcement_Learning_GRPO_Minesweeper_Game_BF16.ipynb) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_GRPO_BF16.ipynb) | | **Qwen3** **(8B)** | DAPO Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_8B_FP8_GRPO.ipynb) | | **Llama3** **(8B)** | ORPO | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-ORPO.ipynb) | | **Openenv wordle** | Wordle + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Openenv_wordle_grpo.ipynb) | | **Qwen2.5 VL** **(7B)** | Vision Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_5_7B_VL_GRPO.ipynb) | | **Zephyr** **(7B)** | DPO | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Zephyr_(7B)-DPO.ipynb) | | **(OpenEnv) gpt oss BF16** **(20B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.ipynb) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-GRPO.ipynb) | | **gpt oss** **(20B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_Reinforcement_Learning_2048_Game.ipynb) | | **(OpenEnv) gpt oss** **(20B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game.ipynb) | | **(DGX Spark) gpt oss** **(20B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_Reinforcement_Learning_2048_Game_DGX_Spark.ipynb) | | **(A100) gpt oss** **(20B)** | Auto Kernel Creation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)_A100-GRPO.ipynb) | | **Qwen2.5** **(3B)** | GSM8K Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(3B)-GRPO.ipynb) | | **Llama3.2** **(1B)** | DAPO Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama_FP8_GRPO.ipynb) | | **Qwen3 VL** **(8B)** | Vision Math | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_(8B)-Vision-GRPO.ipynb) | | **Mistral v0.3** **(7B)** | GSM8K Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-GRPO.ipynb) | | **Qwen3 5** **(4B)** | Vision Math | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(4B)_Vision_GRPO.ipynb) | | **Gemma3** **(4B)** | Vision Math | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision-GRPO.ipynb) | | **Phi 4** **(14B)** | GSM8K Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4_(14B)-GRPO.ipynb) | | **Gemma3** **(1B)** | GSM8K Math | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(1B)-GRPO.ipynb) | | **DeepSeek R1 0528 Qwen3** **(8B)** | DAPO Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb) | | **LFM2.5** **(1.2B)** | DAPO Math | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_(1.2B)-GRPO.ipynb) | | **Gemma4** **(E2B)** | Sudoku | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_Reinforcement_Learning_Sudoku_Game.ipynb) | | **Gemma4** **(E2B)** | Auto Kernel Creation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_GRPO.ipynb) | | **Gemma4** **(E2B)** | 2048 Game | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)_Reinforcement_Learning_2048_Game.ipynb) | | **Qwen3** **(4B)** | DAPO Math + vLLM | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.ipynb) | | **Ministral3** **(3B)** | Sudoku | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Ministral_3_(3B)_Reinforcement_Learning_Sudoku_Game.ipynb) | ### Tool Calling Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb) | | **FunctionGemma** **(270M)** | Tool Calling | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/FunctionGemma_(270M)-Multi-Turn-Tool-Calling.ipynb) | | **FunctionGemma** **(270M)** | Mobile Actions | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/FunctionGemma_(270M)-Mobile-Actions.ipynb) | | **FunctionGemma** **(270M)** | Inference | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/FunctionGemma_(270M)-LMStudio.ipynb) | | **FunctionGemma** **(270M)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/FunctionGemma_(270M).ipynb) | ### Text-to-Speech (TTS) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Spark TTS** **(0.5B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Spark_TTS_(0_5B).ipynb) | | **Llasa TTS** **(1B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(1B).ipynb) | | **Orpheus** **(3B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Orpheus_(3B)-TTS.ipynb) | | **Llasa TTS** **(3B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llasa_TTS_(3B).ipynb) | | **Sesame CSM** **(1B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Sesame_CSM_(1B)-TTS.ipynb) | | **Oute TTS** **(1B)** | TTS | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Oute_TTS_(1B).ipynb) | ### Vision (Multimodal) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen2.5 VL** **(7B)** | Vision Math + vLLM (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_5_7B_VL_GRPO.ipynb) | | **Muse Glimmer** **(30B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-Vision.ipynb) | | **Muse Glimmer** **(30B)** | | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-Multimodal.ipynb) | | **Qwen2.5 VL** **(7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_(7B)-Vision.ipynb) | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/ERNIE_4_5_VL_28B_A3B_PT_Vision.ipynb) | | **Qwen3 VL** **(8B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_(8B)-Vision.ipynb) | | **Qwen3 VL** **(8B)** | Vision Math (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_(8B)-Vision-GRPO.ipynb) | | **Qwen3 5** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(4B)_Vision.ipynb) | | **Qwen3 5** **(4B)** | Vision Math (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(4B)_Vision_GRPO.ipynb) | | **Gemma3** **(4B)** | Vision Math (GRPO RL) | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision-GRPO.ipynb) | | **Qwen3 5** **(0 8B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(0_8B)_Vision.ipynb) | | **Gemma4** **(31B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(31B)-Vision.ipynb) | | **Qwen2 VL** **(7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-Vision.ipynb) | | **Gemma4** **(E4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E4B)-Vision.ipynb) | | **Llama3.2** **(11B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb) | | **Qwen3 5** **(2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(2B)_Vision.ipynb) | | **Gemma4** **(26B A4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(26B_A4B)-Vision.ipynb) | | **Gemma4** **(E2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma4_(E2B)-Vision.ipynb) | | **Pixtral** **(12B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_(12B)-Vision.ipynb) | | **LFM2.5 VL** **(1.6B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_VL_(1.6B)-Vision.ipynb) | | **Ministral3 VL** **(3B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Ministral_3_VL_(3B)_Vision.ipynb) | | **Gemma3** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision.ipynb) | | **Gemma3N** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Vision.ipynb) | ### Embedding Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ModernBert** | Classification | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/ModernBert.ipynb) | | **Qwen3 Embedding** **(4B)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_Embedding_(4B).ipynb) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_Embedding_(0_6B).ipynb) | | **EmbeddingGemma** **(300M)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/EmbeddingGemma_(300M).ipynb) | | **ModernBERT** **(Large)** | Classification | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/bert_classification.ipynb) | | **BGE M3** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/BGE_M3.ipynb) | | **All MiniLM L6 v2** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/All_MiniLM_L6_v2.ipynb) | ### Speech-to-Text (STT) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Whisper** **(Large)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Whisper.ipynb) | ### OCR Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Deepseek OCR** **(3B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B).ipynb) | | **Deepseek OCR** **(3B)** | Evaluation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B)-Evaluation.ipynb) | | **Deepseek OCR** **(3B)** | Eval | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B)-Eval.ipynb) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_2_(3B).ipynb) | | **Paddle OCR** **(1B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Paddle_OCR_(1B)_Vision.ipynb) | ### BERT Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ModernBert** | Classification | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/ModernBert.ipynb) | | **ModernBERT** **(Large)** | Classification | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/bert_classification.ipynb) | ### Deepseek Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Deepseek OCR** **(3B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B).ipynb) | | **Deepseek OCR** **(3B)** | Evaluation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B)-Evaluation.ipynb) | | **Deepseek OCR** **(3B)** | Eval | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_(3B)-Eval.ipynb) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Deepseek_OCR_2_(3B).ipynb) | ### ERNIE Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/ERNIE_4_5_VL_28B_A3B_PT_Vision.ipynb) | | **ERNIE 4 5 21B A3B PT** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/ERNIE_4_5_21B_A3B_PT-Conversational.ipynb) | ### GLM Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) GLM Flash(80GB)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/GLM_Flash_A100(80GB).ipynb) | ### GPT-OSS Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **gpt oss MXFP4** **(20B)** | Inference | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/GPT_OSS_MXFP4_(20B)-Inference.ipynb) | | **gpt oss** **(20B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_500K_Context_Fine_tuning.ipynb) | | **gpt oss** **(20B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-Fine-tuning.ipynb) | | **gpt oss BNB** **(20B)** | Inference | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/GPT_OSS_BNB_(20B)-Inference.ipynb) | | **(A100) gpt oss** **(120B)** | Fine Tuning | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(120B)_A100-Fine-tuning.ipynb) | ### Gemma Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Gemma3** **(4B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B).ipynb) | | **(A100) Gemma3** **(27B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(27B)_A100-Conversational.ipynb) | | **Gemma3** **(270M)** | Phone Deployment | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(270M)_Phone_Deployment.ipynb) | | **Gemma3** **(270M)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(270M).ipynb) | | **Gemma3N** **(4B)** | Multimodal | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Conversational.ipynb) | | **Gemma3N** **(4B)** | Audio | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Audio.ipynb) | | **Gemma3N** **(2B)** | Inference | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(2B)-Inference.ipynb) | | **Gemma3** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B)-Vision.ipynb) | | **Gemma3N** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Vision.ipynb) | | **EmbeddingGemma** **(300M)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/EmbeddingGemma_(300M).ipynb) | | **Gemma2** **(9B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(9B)-Alpaca.ipynb) | | **Gemma2** **(2B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(2B)-Alpaca.ipynb) | | **CodeGemma** **(7B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeGemma_(7B)-Conversational.ipynb) | | **DiffusionGemma** **(26B A4B)** | Sudoku | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/DiffusionGemma_(26B-A4B)-Sudoku.ipynb) | ### Granite Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Granite4.0** **(3B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Granite4.0.ipynb) | | **Granite4.0** **(350M)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Granite4.0_350M.ipynb) | ### Hybrid Attention Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **LFM2.5** **(1.2B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_(1.2B)-Conversational.ipynb) | | **Liquid LFM2** **(1.2B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Liquid_LFM2_(1.2B)-Conversational.ipynb) | | **Liquid LFM2** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Liquid_LFM2-Conversational.ipynb) | | **LFM2.5 VL** **(1.6B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_VL_(1.6B)-Vision.ipynb) | | **LFM2.5** **(1.2B)** | Translation | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_(1.2B)-Translation.ipynb) | | **Falcon H1** **(0.5B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Falcon_H1_(0.5B)-Alpaca.ipynb) | | **Falcon H1** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Falcon_H1-Alpaca.ipynb) | ### Llama Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Llama3.1** **(8B)** | Inference | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Inference.ipynb) | | **Llama3** **(8B)** | Ollama | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Ollama.ipynb) | | **Llama3** **(8B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Alpaca.ipynb) | | **Llama3.2** **(1B)** | RAFT | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B)-RAFT.ipynb) | | **Llama3.2** **(1B and 3B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb) | | **Llama3.1** **(8B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb) | | **(A100) Llama3.3** **(70B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.3_(70B)_A100-Conversational.ipynb) | | **Llama3.2** **(11B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb) | | **Llama3** **(8B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Conversational.ipynb) | | **TinyLlama** **(1.1B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/TinyLlama_(1.1B)-Alpaca.ipynb) | ### Mistral Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Mistral v0.3** **(7B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Conversational.ipynb) | | **Magistral** **(24B)** | Reasoning Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Magistral_(24B)-Reasoning-Conversational.ipynb) | | **Pixtral** **(12B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_(12B)-Vision.ipynb) | | **Mistral Small** **(22B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Small_(22B)-Alpaca.ipynb) | | **Ministral3 VL** **(3B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Ministral_3_VL_(3B)_Vision.ipynb) | | **Mistral v0.3** **(7B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Alpaca.ipynb) | | **Mistral Nemo** **(12B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Nemo_(12B)-Alpaca.ipynb) | ### Nemotron Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Nemotron Nano 3 30B A3B** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Nemotron-Nano-3-30B-A3B_A100.ipynb) | | **(A100) Nemotron 3 Nano 30B A3B** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Nemotron-3-Nano-30B-A3B_A100.ipynb) | ### Paddle Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Paddle OCR** **(1B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Paddle_OCR_(1B)_Vision.ipynb) | ### Phi Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb) | | **Phi 3.5 Mini** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3.5_Mini-Conversational.ipynb) | | **Phi 3 Medium** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_3_Medium-Conversational.ipynb) | ### Qwen Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen3** **(0.6B)** | Reasoning Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(0.6B)-Reasoning-Conversational-ExecuTorch.ipynb) | | **Qwen3** **(0 6B)** | Phone Deployment | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(0_6B)-Phone_Deployment.ipynb) | | **Qwen3** **(4B)** | QAT | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)_Instruct-QAT.ipynb) | | **Qwen3** **(4B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-Instruct.ipynb) | | **Qwen2.5 VL** **(7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_VL_(7B)-Vision.ipynb) | | **Qwen3 VL** **(8B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_(8B)-Vision.ipynb) | | **Qwen3 5 MoE** | MoE | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_MoE.ipynb) | | **(A100) Qwen 3 5 27B(80GB)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen_3_5_27B_A100(80GB).ipynb) | | **(A100) Qwen3** **(32B)** | Reasoning Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(32B)_A100-Reasoning-Conversational.ipynb) | | **Qwen3 5** **(4B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(4B)_Vision.ipynb) | | **Qwen3** **(14B)** | Reasoning Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Reasoning-Conversational.ipynb) | | **Qwen3** **(14B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B).ipynb) | | **Qwen3 5** **(0 8B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(0_8B)_Vision.ipynb) | | **Qwen2 VL** **(7B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-Vision.ipynb) | | **Qwen3** **(4B)** | Thinking | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-Thinking.ipynb) | | **Qwen3 MoE** | MoE | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_MoE.ipynb) | | **Qwen3 5** **(2B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_5_(2B)_Vision.ipynb) | | **Qwen2.5** **(7B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(7B)-Alpaca.ipynb) | | **Qwen2.5 Coder** **(14B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(14B)-Conversational.ipynb) | | **Qwen3 6 MoE** | MoE | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_6_MoE.ipynb) | | **Qwen3 Embedding** **(4B)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_Embedding_(4B).ipynb) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_Embedding_(0_6B).ipynb) | | **Qwen3** **(14B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Alpaca.ipynb) | | **Qwen2** **(7B)** | Alpaca | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_(7B)-Alpaca.ipynb) | | **TinyQwen3 MoE** | MoE | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/TinyQwen3_MoE.ipynb) | ### Text Completion / Continued Pretraining Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **LFM2.5** **(1.2B)** | Text Completion | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/LFM2.5_(1.2B)-Text_Completion.ipynb) | | **Mistral v0.3** **(7B)** | CPT | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-CPT.ipynb) | | **Mistral** **(7B)** | Text Completion | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.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) | ### Other Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Muse Glimmer** **(30B)** | Conversational | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-Conversational.ipynb) | | **Muse Glimmer** **(30B)** | Vision | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-Vision.ipynb) | | **Muse Glimmer** **(30B)** | | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Muse_Glimmer_(30B)-Multimodal.ipynb) | | **CodeForces CoT Reasoning** | | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb) | | **Synthetic Data Hackathon** | Synthetic Data | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Synthetic_Data_Hackathon.ipynb) | | **Unsloth** | Studio | [](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb) | # 📒 Kaggle Notebooks Click for all our Kaggle notebooks categorized by model: ### GRPO & Reinforcement Learning Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Muse Glimmer** **(30B)** | Sudoku | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.1** **(8B)** | GSM8K Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss** **(20B)** | Minesweeper Game | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt_oss_(20B)_Reinforcement_Learning_GRPO_Minesweeper_Game_BF16.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt_oss_(20B)_GRPO_BF16.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(8B)** | DAPO Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_8B_FP8_GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3** **(8B)** | ORPO | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-ORPO.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5 VL** **(7B)** | Vision Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_5_7B_VL_GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Ministral3** **(3B)** | Sudoku | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Ministral_3_(3B)_Reinforcement_Learning_Sudoku_Game.ipynb&accelerator=nvidiaTeslaT4) | | **Zephyr** **(7B)** | DPO | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Zephyr_(7B)-DPO.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt-oss-(20B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **(A100) gpt oss** **(20B)** | Auto Kernel Creation | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt-oss-(20B)_A100-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5** **(3B)** | GSM8K Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(3B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.2** **(1B)** | DAPO Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama_FP8_GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 VL** **(8B)** | Vision Math | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_VL_(8B)-Vision-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Mistral v0.3** **(7B)** | GSM8K Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(4B)** | Vision Math | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Phi 4** **(14B)** | GSM8K Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4_(14B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(1B)** | GSM8K Math | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(1B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **DeepSeek R1 0528 Qwen3** **(8B)** | DAPO Math + vLLM | [](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) | | **Qwen3** **(4B)** | DAPO Math + vLLM | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-GRPO.ipynb&accelerator=nvidiaTeslaT4) | ### Tool Calling Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [](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) | ### Text-to-Speech (TTS) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Spark TTS** **(0.5B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Spark_TTS_(0_5B).ipynb&accelerator=nvidiaTeslaT4) | | **Llasa TTS** **(1B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4) | | **Orpheus** **(3B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Orpheus_(3B)-TTS.ipynb&accelerator=nvidiaTeslaT4) | | **Llasa TTS** **(3B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llasa_TTS_(3B).ipynb&accelerator=nvidiaTeslaT4) | | **Sesame CSM** **(1B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Sesame_CSM_(1B)-TTS.ipynb&accelerator=nvidiaTeslaT4) | | **Oute TTS** **(1B)** | TTS | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Oute_TTS_(1B).ipynb&accelerator=nvidiaTeslaT4) | ### Vision (Multimodal) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen2.5 VL** **(7B)** | Vision Math + vLLM (GRPO RL) | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_5_7B_VL_GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Muse Glimmer** **(30B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Muse Glimmer** **(30B)** | | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-Multimodal.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5 VL** **(7B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-ERNIE_4_5_VL_28B_A3B_PT_Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 VL** **(8B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_VL_(8B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 VL** **(8B)** | Vision Math (GRPO RL) | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_VL_(8B)-Vision-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(4B)** | Vision Math (GRPO RL) | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision-GRPO.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2 VL** **(7B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.2** **(11B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(11B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Pixtral** **(12B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Pixtral_(12B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Ministral3 VL** **(3B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Ministral_3_VL_(3B)_Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(4B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3N** **(4B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | ### Embedding Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ModernBert** | Classification | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-ModernBert.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 Embedding** **(4B)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_Embedding_(4B).ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_Embedding_(0_6B).ipynb&accelerator=nvidiaTeslaT4) | | **EmbeddingGemma** **(300M)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-EmbeddingGemma_(300M).ipynb&accelerator=nvidiaTeslaT4) | | **ModernBERT** **(Large)** | Classification | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-bert_classification.ipynb&accelerator=nvidiaTeslaT4) | | **BGE M3** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-BGE_M3.ipynb&accelerator=nvidiaTeslaT4) | | **All MiniLM L6 v2** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-All_MiniLM_L6_v2.ipynb&accelerator=nvidiaTeslaT4) | ### Speech-to-Text (STT) Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Whisper** **(Large)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Whisper.ipynb&accelerator=nvidiaTeslaT4) | ### OCR Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Deepseek OCR** **(3B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B).ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR** **(3B)** | Evaluation | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B)-Evaluation.ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR** **(3B)** | Eval | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B)-Eval.ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_2_(3B).ipynb&accelerator=nvidiaTeslaT4) | | **Paddle OCR** **(1B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Paddle_OCR_(1B)_Vision.ipynb&accelerator=nvidiaTeslaT4) | ### BERT Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ModernBert** | Classification | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-ModernBert.ipynb&accelerator=nvidiaTeslaT4) | | **ModernBERT** **(Large)** | Classification | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-bert_classification.ipynb&accelerator=nvidiaTeslaT4) | ### Deepseek Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Deepseek OCR** **(3B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B).ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR** **(3B)** | Evaluation | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B)-Evaluation.ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR** **(3B)** | Eval | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_(3B)-Eval.ipynb&accelerator=nvidiaTeslaT4) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Deepseek_OCR_2_(3B).ipynb&accelerator=nvidiaTeslaT4) | ### ERNIE Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-ERNIE_4_5_VL_28B_A3B_PT_Vision.ipynb&accelerator=nvidiaTeslaT4) | | **ERNIE 4 5 21B A3B PT** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-ERNIE_4_5_21B_A3B_PT-Conversational.ipynb&accelerator=nvidiaTeslaT4) | ### GPT-OSS Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **gpt oss MXFP4** **(20B)** | Inference | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-GPT_OSS_MXFP4_(20B)-Inference.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss** **(20B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt_oss_(20B)_500K_Context_Fine_tuning.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss** **(20B)** | Fine Tuning | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-gpt-oss-(20B)-Fine-tuning.ipynb&accelerator=nvidiaTeslaT4) | | **gpt oss BNB** **(20B)** | Inference | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-GPT_OSS_BNB_(20B)-Inference.ipynb&accelerator=nvidiaTeslaT4) | | **(A100) gpt oss** **(120B)** | Fine Tuning | [](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) | ### Gemma Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Gemma3** **(4B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B).ipynb&accelerator=nvidiaTeslaT4) | | **(A100) Gemma3** **(27B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(27B)_A100-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(270M)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(270M).ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3N** **(4B)** | Multimodal | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3N** **(4B)** | Audio | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Audio.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3N** **(2B)** | Inference | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(2B)-Inference.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3** **(4B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma3N** **(4B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma3N_(4B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **EmbeddingGemma** **(300M)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-EmbeddingGemma_(300M).ipynb&accelerator=nvidiaTeslaT4) | | **Gemma2** **(9B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(9B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Gemma2** **(2B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Gemma2_(2B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **CodeGemma** **(7B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeGemma_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **DiffusionGemma** **(26B A4B)** | Sudoku | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-DiffusionGemma_(26B-A4B)-Sudoku.ipynb&accelerator=nvidiaTeslaT4) | ### Granite Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Granite4.0** **(3B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Granite4.0.ipynb&accelerator=nvidiaTeslaT4) | | **Granite4.0** **(350M)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Granite4.0_350M.ipynb&accelerator=nvidiaTeslaT4) | ### Hybrid Attention Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Liquid LFM2** **(1.2B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Liquid_LFM2_(1.2B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Falcon H1** **(0.5B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Falcon_H1_(0.5B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | ### Llama Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Llama3.1** **(8B)** | Inference | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Inference.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3** **(8B)** | Ollama | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Ollama.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3** **(8B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.2** **(1B)** | RAFT | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B)-RAFT.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.2** **(1B and 3B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(1B_and_3B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.1** **(8B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.1_(8B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **(A100) Llama3.3** **(70B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.3_(70B)_A100-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3.2** **(11B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3.2_(11B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Llama3** **(8B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Llama3_(8B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **TinyLlama** **(1.1B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-TinyLlama_(1.1B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | ### Mistral Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Mistral v0.3** **(7B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Magistral** **(24B)** | Reasoning Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Magistral_(24B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Pixtral** **(12B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Pixtral_(12B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Mistral Small** **(22B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Small_(22B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Ministral3 VL** **(3B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Ministral_3_VL_(3B)_Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Mistral v0.3** **(7B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Mistral Nemo** **(12B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_Nemo_(12B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | ### Nemotron Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **(A100) Nemotron Nano 3 30B A3B** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Nemotron-Nano-3-30B-A3B_A100.ipynb&accelerator=nvidiaTeslaT4) | | **(A100) Nemotron 3 Nano 30B A3B** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Nemotron-3-Nano-30B-A3B_A100.ipynb&accelerator=nvidiaTeslaT4) | ### Paddle Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Paddle OCR** **(1B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Paddle_OCR_(1B)_Vision.ipynb&accelerator=nvidiaTeslaT4) | ### Phi Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Phi 4** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_4-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Phi 3.5 Mini** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3.5_Mini-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Phi 3 Medium** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Phi_3_Medium-Conversational.ipynb&accelerator=nvidiaTeslaT4) | ### Qwen Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Qwen3** **(4B)** | QAT | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)_Instruct-QAT.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(4B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-Instruct.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5 VL** **(7B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 VL** **(8B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_VL_(8B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **(A100) Qwen3** **(32B)** | Reasoning Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(32B)_A100-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(14B)** | Reasoning Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Reasoning-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(14B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B).ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2 VL** **(7B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_VL_(7B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(4B)** | Thinking | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(4B)-Thinking.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5** **(7B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2.5 Coder** **(14B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2.5_Coder_(14B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 Embedding** **(4B)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_Embedding_(4B).ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_Embedding_(0_6B).ipynb&accelerator=nvidiaTeslaT4) | | **Qwen3** **(14B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen3_(14B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | | **Qwen2** **(7B)** | Alpaca | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Qwen2_(7B)-Alpaca.ipynb&accelerator=nvidiaTeslaT4) | ### Text Completion / Continued Pretraining Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Mistral v0.3** **(7B)** | CPT | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_v0.3_(7B)-CPT.ipynb&accelerator=nvidiaTeslaT4) | | **Mistral** **(7B)** | Text Completion | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Mistral_(7B)-Text_Completion.ipynb&accelerator=nvidiaTeslaT4) | ### Other Notebooks | Model | Type | Notebook Link | | --- | --- | --- | | **Muse Glimmer** **(30B)** | Vision | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-Vision.ipynb&accelerator=nvidiaTeslaT4) | | **Muse Glimmer** **(30B)** | Conversational | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-Conversational.ipynb&accelerator=nvidiaTeslaT4) | | **Muse Glimmer** **(30B)** | | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Muse_Glimmer_(30B)-Multimodal.ipynb&accelerator=nvidiaTeslaT4) | | **CodeForces CoT Reasoning** | | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb&accelerator=nvidiaTeslaT4) | | **Unsloth** | Studio | [](https://www.kaggle.com/notebooks/welcome?src=https://github.com/unslothai/notebooks/blob/main/nb/Kaggle-Unsloth_Studio.ipynb&accelerator=nvidiaTeslaT4) | # 🐧 AMD Notebooks These notebooks target AMD ROCm GPUs and are not available in Colab. View / download them directly from GitHub: | Model | Type | Notebook | | --- | --- | --- | | **Unsloth Studio** | Chat UI | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Unsloth_Studio.ipynb) | | **Gemma4** **(E2B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)-Vision.ipynb) | | **Qwen3 5** **(4B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_5_(4B)_Vision.ipynb) | | **Qwen3 5** **(2B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_5_(2B)_Vision.ipynb) | | **gpt oss** **(20B)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt-oss-(20B)-Fine-tuning.ipynb) | | **gpt oss** **(20B)** | Auto Kernel Creation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt-oss-(20B)-GRPO.ipynb) | Click for all our AMD ROCm notebooks: | Model | Type | Notebook | | --- | --- | --- | | **Qwen3** **(0 6B)** | Phone Deployment | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(0_6B)-Phone_Deployment.ipynb) | | **Qwen3** **(0.6B)** | Reasoning Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(0.6B)-Reasoning-Conversational-ExecuTorch.ipynb) | | **Llama3.1** **(8B)** | Inference | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.1_(8B)-Inference.ipynb) | | **Llama3.1** **(8B)** | GSM8K Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.1_(8B)-GRPO.ipynb) | | **NeMo Gym Sudoku** | Sudoku | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-NeMo-Gym-Sudoku.ipynb) | | **NeMo Gym Multi Environment** | Multi Environment | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-NeMo-Gym-Multi-Environment.ipynb) | | **Whisper** **(Large)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Whisper.ipynb) | | **gpt oss MXFP4** **(20B)** | Inference | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-GPT_OSS_MXFP4_(20B)-Inference.ipynb) | | **gpt oss BNB** **(20B)** | Inference | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-GPT_OSS_BNB_(20B)-Inference.ipynb) | | **gpt oss BF16** **(20B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.ipynb) | | **gpt oss** **(20B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_Reinforcement_Learning_2048_Game.ipynb) | | **gpt oss** **(20B)** | Minesweeper Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_Reinforcement_Learning_GRPO_Minesweeper_Game_BF16.ipynb) | | **gpt oss** **(20B)** | Auto Kernel Creation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_GRPO_BF16.ipynb) | | **gpt oss** **(20B)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_500K_Context_Fine_tuning.ipynb) | | **(OpenEnv) gpt oss BF16** **(20B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.ipynb) | | **(OpenEnv) gpt oss** **(20B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game.ipynb) | | **(DGX Spark) gpt oss** **(20B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt_oss_(20B)_Reinforcement_Learning_2048_Game_DGX_Spark.ipynb) | | **Spark TTS** **(0.5B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Spark_TTS_(0_5B).ipynb) | | **Qwen3** **(8B)** | DAPO Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_8B_FP8_GRPO.ipynb) | | **Llama3** **(8B)** | Ollama | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3_(8B)-Ollama.ipynb) | | **Llama3** **(8B)** | ORPO | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3_(8B)-ORPO.ipynb) | | **Llama3** **(8B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3_(8B)-Alpaca.ipynb) | | **Openenv wordle** | Wordle + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Openenv_wordle_grpo.ipynb) | | **gpt oss** **(20B)** | Auto Kernel Creation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt-oss-(20B)_A100-GRPO.ipynb) | | **gpt oss** **(120B)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-gpt-oss-(120B)_A100-Fine-tuning.ipynb) | | **Qwen2.5** **(3B)** | GSM8K Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2.5_(3B)-GRPO.ipynb) | | **ModernBert** | Classification | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-ModernBert.ipynb) | | **Qwen3** **(4B)** | QAT | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(4B)_Instruct-QAT.ipynb) | | **Qwen3** **(4B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(4B)-Instruct.ipynb) | | **Qwen2.5 VL** **(7B)** | Vision Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2_5_7B_VL_GRPO.ipynb) | | **Qwen2.5 VL** **(7B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2.5_VL_(7B)-Vision.ipynb) | | **Llasa TTS** **(1B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llasa_TTS_(1B).ipynb) | | **Llama3.2** **(1B)** | DAPO Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama_FP8_GRPO.ipynb) | | **Llama3.2** **(1B)** | RAFT | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.2_(1B)-RAFT.ipynb) | | **Deepseek OCR** **(3B)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Deepseek_OCR_(3B).ipynb) | | **Deepseek OCR** **(3B)** | Evaluation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Deepseek_OCR_(3B)-Evaluation.ipynb) | | **Deepseek OCR** **(3B)** | Eval | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Deepseek_OCR_(3B)-Eval.ipynb) | | **Paddle OCR** **(1B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Paddle_OCR_(1B)_Vision.ipynb) | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-ERNIE_4_5_VL_28B_A3B_PT_Vision.ipynb) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Deepseek_OCR_2_(3B).ipynb) | | **Qwen3 VL** **(8B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_VL_(8B)-Vision.ipynb) | | **Qwen3 VL** **(8B)** | Vision Math | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_VL_(8B)-Vision-GRPO.ipynb) | | **Mistral v0.3** **(7B)** | GSM8K Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_v0.3_(7B)-GRPO.ipynb) | | **Mistral v0.3** **(7B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_v0.3_(7B)-Conversational.ipynb) | | **Qwen3 5 MoE** | MoE | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_5_MoE.ipynb) | | **Orpheus** **(3B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Orpheus_(3B)-TTS.ipynb) | | **Llasa TTS** **(3B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llasa_TTS_(3B).ipynb) | | **Meta Synthetic Data Llama3.1** **(8B)** | GRPO | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Meta-Synthetic-Data-Llama3.1_(8B).ipynb) | | **Meta Synthetic Data Llama3 2** **(3B)** | GRPO | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Meta_Synthetic_Data_Llama3_2_(3B).ipynb) | | **Llama3.2** **(1B and 3B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.2_(1B_and_3B)-Conversational.ipynb) | | **Qwen 3 5 27B(80GB)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen_3_5_27B_A100(80GB).ipynb) | | **Qwen3** **(32B)** | Reasoning Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(32B)_A100-Reasoning-Conversational.ipynb) | | **Llama3.1** **(8B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.1_(8B)-Alpaca.ipynb) | | **Qwen3 5** **(4B)** | Vision Math | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_5_(4B)_Vision_GRPO.ipynb) | | **Qwen3** **(14B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(14B).ipynb) | | **Qwen3** **(14B)** | Reasoning Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(14B)-Reasoning-Conversational.ipynb) | | **CodeForces CoT Reasoning** | | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.ipynb) | | **Llama3.3** **(70B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.3_(70B)_A100-Conversational.ipynb) | | **Synthetic Data Hackathon** | Synthetic Data | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Synthetic_Data_Hackathon.ipynb) | | **DiffusionGemma** **(26B A4B)** | Sudoku | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-DiffusionGemma_(26B-A4B)-Sudoku.ipynb) | | **Gemma3** **(4B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(4B).ipynb) | | **Gemma3** **(4B)** | Vision Math | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(4B)-Vision-GRPO.ipynb) | | **Phi 4** **(14B)** | GSM8K Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Phi_4_(14B)-GRPO.ipynb) | | **Phi 4** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Phi_4-Conversational.ipynb) | | **Gemma3** **(27B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(27B)_A100-Conversational.ipynb) | | **Qwen3 5** **(0 8B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_5_(0_8B)_Vision.ipynb) | | **GLM Flash(80GB)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-GLM_Flash_A100(80GB).ipynb) | | **Sesame CSM** **(1B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Sesame_CSM_(1B)-TTS.ipynb) | | **Gemma4** **(31B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(31B)-Text.ipynb) | | **Gemma4** **(31B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(31B)-Vision.ipynb) | | **Qwen2 VL** **(7B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2_VL_(7B)-Vision.ipynb) | | **Qwen3** **(4B)** | Thinking | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(4B)-Thinking.ipynb) | | **Qwen3 MoE** | MoE | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_MoE.ipynb) | | **Gemma3** **(1B)** | GSM8K Math | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(1B)-GRPO.ipynb) | | **Nemotron Nano 3 30B A3B** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Nemotron-Nano-3-30B-A3B_A100.ipynb) | | **Nemotron 3 Nano 30B A3B** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Nemotron-3-Nano-30B-A3B_A100.ipynb) | | **Gemma4** **(E4B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E4B)-Text.ipynb) | | **Gemma4** **(E4B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E4B)-Vision.ipynb) | | **Gemma4** **(E4B)** | Audio | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E4B)-Audio.ipynb) | | **Llama3.2** **(11B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3.2_(11B)-Vision.ipynb) | | **Phi 3.5 Mini** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Phi_3.5_Mini-Conversational.ipynb) | | **Gemma4** **(26B A4B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(26B_A4B)-Text.ipynb) | | **Gemma4** **(26B A4B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(26B_A4B)-Vision.ipynb) | | **Magistral** **(24B)** | Reasoning Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Magistral_(24B)-Reasoning-Conversational.ipynb) | | **Qwen2.5** **(7B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2.5_(7B)-Alpaca.ipynb) | | **DeepSeek R1 0528 Qwen3** **(8B)** | DAPO Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-DeepSeek_R1_0528_Qwen3_(8B)_GRPO.ipynb) | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2.5_Coder_(1.5B)-Tool_Calling.ipynb) | | **Gemma3** **(270M)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(270M).ipynb) | | **Gemma3** **(270M)** | Phone Deployment | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(270M)_Phone_Deployment.ipynb) | | **Qwen2.5 Coder** **(14B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2.5_Coder_(14B)-Conversational.ipynb) | | **FunctionGemma** **(270M)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-FunctionGemma_(270M).ipynb) | | **FunctionGemma** **(270M)** | Inference | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-FunctionGemma_(270M)-LMStudio.ipynb) | | **FunctionGemma** **(270M)** | Tool Calling | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-FunctionGemma_(270M)-Multi-Turn-Tool-Calling.ipynb) | | **FunctionGemma** **(270M)** | Mobile Actions | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-FunctionGemma_(270M)-Mobile-Actions.ipynb) | | **Gemma3N** **(4B)** | Multimodal | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3N_(4B)-Conversational.ipynb) | | **Gemma3N** **(4B)** | Audio | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3N_(4B)-Audio.ipynb) | | **LFM2.5** **(1.2B)** | DAPO Math | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-LFM2.5_(1.2B)-GRPO.ipynb) | | **LFM2.5** **(1.2B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-LFM2.5_(1.2B)-Conversational.ipynb) | | **Gemma4** **(E2B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)-Text.ipynb) | | **Gemma4** **(E2B)** | Sudoku | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)_Reinforcement_Learning_Sudoku_Game.ipynb) | | **Gemma4** **(E2B)** | 2048 Game | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)_Reinforcement_Learning_2048_Game.ipynb) | | **Gemma4** **(E2B)** | Auto Kernel Creation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)_GRPO.ipynb) | | **Gemma4** **(E2B)** | Audio | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma4_(E2B)-Audio.ipynb) | | **Qwen3 6 MoE** | MoE | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_6_MoE.ipynb) | | **Qwen3 Embedding** **(4B)** | Embeddings | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_Embedding_(4B).ipynb) | | **Qwen3** **(4B)** | DAPO Math + vLLM | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(4B)-GRPO.ipynb) | | **Pixtral** **(12B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Pixtral_(12B)-Vision.ipynb) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_Embedding_(0_6B).ipynb) | | **Mistral Small** **(22B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_Small_(22B)-Alpaca.ipynb) | | **Liquid LFM2** **(1.2B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Liquid_LFM2_(1.2B)-Conversational.ipynb) | | **Liquid LFM2** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Liquid_LFM2-Conversational.ipynb) | | **LFM2.5 VL** **(1.6B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-LFM2.5_VL_(1.6B)-Vision.ipynb) | | **Ministral3 VL** **(3B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Ministral_3_VL_(3B)_Vision.ipynb) | | **Ministral3** **(3B)** | Sudoku | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Ministral_3_(3B)_Reinforcement_Learning_Sudoku_Game.ipynb) | | **Gemma3** **(4B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3_(4B)-Vision.ipynb) | | **Oute TTS** **(1B)** | TTS | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Oute_TTS_(1B).ipynb) | | **Llama3** **(8B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Llama3_(8B)-Conversational.ipynb) | | **ERNIE 4 5 21B A3B PT** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-ERNIE_4_5_21B_A3B_PT-Conversational.ipynb) | | **Granite4.0** **(3B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Granite4.0.ipynb) | | **Qwen3** **(14B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen3_(14B)-Alpaca.ipynb) | | **LFM2.5** **(1.2B)** | Translation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-LFM2.5_(1.2B)-Translation.ipynb) | | **LFM2.5** **(1.2B)** | Text Completion | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-LFM2.5_(1.2B)-Text_Completion.ipynb) | | **Gemma3N** **(4B)** | Vision | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma3N_(4B)-Vision.ipynb) | | **Granite4.0** **(350M)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Granite4.0_350M.ipynb) | | **TinyLlama** **(1.1B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-TinyLlama_(1.1B)-Alpaca.ipynb) | | **Falcon H1** **(0.5B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Falcon_H1_(0.5B)-Alpaca.ipynb) | | **Falcon H1** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Falcon_H1-Alpaca.ipynb) | | **Phi 3 Medium** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Phi_3_Medium-Conversational.ipynb) | | **EmbeddingGemma** **(300M)** | Embeddings | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-EmbeddingGemma_(300M).ipynb) | | **Gemma2** **(9B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma2_(9B)-Alpaca.ipynb) | | **Gemma2** **(2B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Gemma2_(2B)-Alpaca.ipynb) | | **Mistral v0.3** **(7B)** | CPT | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_v0.3_(7B)-CPT.ipynb) | | **Mistral v0.3** **(7B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_v0.3_(7B)-Alpaca.ipynb) | | **Mistral** **(7B)** | Text Completion | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_(7B)-Text_Completion.ipynb) | | **Qwen2** **(7B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Qwen2_(7B)-Alpaca.ipynb) | | **Zephyr** **(7B)** | DPO | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Zephyr_(7B)-DPO.ipynb) | | **ModernBERT** **(Large)** | Classification | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-bert_classification.ipynb) | | **Mistral Nemo** **(12B)** | Alpaca | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-Mistral_Nemo_(12B)-Alpaca.ipynb) | | **CodeGemma** **(7B)** | Conversational | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-CodeGemma_(7B)-Conversational.ipynb) | | **BGE M3** | Embeddings | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-BGE_M3.ipynb) | | **TinyQwen3 MoE** | MoE | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-TinyQwen3_MoE.ipynb) | | **All MiniLM L6 v2** | Embeddings | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD-All_MiniLM_L6_v2.ipynb) | # 🍃 Molab Notebooks Run any of these on [molab](https://molab.marimo.io), Marimo's hosted GPU notebooks. They're reactive: change a value in one cell, the cells below recompute on their own. | Model | Type | Notebook | | --- | --- | --- | | **Unsloth Studio** | Chat UI | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Unsloth_Studio.py) | | **Gemma4** **(E2B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)-Vision.py) | | **Qwen3 5** **(4B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_5_(4B)_Vision.py) | | **Qwen3 5** **(2B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_5_(2B)_Vision.py) | | **gpt oss** **(20B)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt-oss-(20B)-Fine-tuning.py) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt-oss-(20B)-GRPO.py) | Click for all our molab notebooks: | Model | Type | Notebook | | --- | --- | --- | | **All MiniLM L6 v2** | Embeddings | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/All_MiniLM_L6_v2.py) | | **BGE M3** | Embeddings | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/BGE_M3.py) | | **CodeForces CoT Reasoning** | | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/CodeForces-cot-Finetune_for_Reasoning_on_CodeForces.py) | | **CodeGemma** **(7B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/CodeGemma_(7B)-Conversational.py) | | **Deepseek OCR** **(3B)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Deepseek_OCR_(3B).py) | | **Deepseek OCR** **(3B)** | Eval | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Deepseek_OCR_(3B)-Eval.py) | | **Deepseek OCR** **(3B)** | Evaluation | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Deepseek_OCR_(3B)-Evaluation.py) | | **Deepseek OCR 2** **(3B)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Deepseek_OCR_2_(3B).py) | | **DiffusionGemma** **(26B A4B)** | | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/DiffusionGemma_(26B-A4B)-Sudoku.py) | | **ERNIE 4 5 21B A3B PT** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/ERNIE_4_5_21B_A3B_PT-Conversational.py) | | **ERNIE 4 5 VL 28B A3B PT** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/ERNIE_4_5_VL_28B_A3B_PT_Vision.py) | | **EmbeddingGemma** **(300M)** | Embeddings | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/EmbeddingGemma_(300M).py) | | **Falcon H1** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Falcon_H1-Alpaca.py) | | **Falcon H1** **(0.5B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Falcon_H1_(0.5B)-Alpaca.py) | | **FunctionGemma** **(270M)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/FunctionGemma_(270M).py) | | **FunctionGemma** **(270M)** | Inference | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/FunctionGemma_(270M)-LMStudio.py) | | **FunctionGemma** **(270M)** | Mobile Actions | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/FunctionGemma_(270M)-Mobile-Actions.py) | | **FunctionGemma** **(270M)** | Tool Calling | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/FunctionGemma_(270M)-Multi-Turn-Tool-Calling.py) | | **GLM Flash(80GB)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/GLM_Flash_A100(80GB).py) | | **gpt oss BNB** **(20B)** | Inference | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/GPT_OSS_BNB_(20B)-Inference.py) | | **gpt oss MXFP4** **(20B)** | Inference | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/GPT_OSS_MXFP4_(20B)-Inference.py) | | **Gemma2** **(2B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma2_(2B)-Alpaca.py) | | **Gemma2** **(9B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma2_(9B)-Alpaca.py) | | **Gemma3N** **(2B)** | Inference | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3N_(2B)-Inference.py) | | **Gemma3N** **(4B)** | Audio | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3N_(4B)-Audio.py) | | **Gemma3N** **(4B)** | Multimodal | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3N_(4B)-Conversational.py) | | **Gemma3N** **(4B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3N_(4B)-Vision.py) | | **Gemma3** **(270M)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3_(270M).py) | | **Gemma3** **(270M)** | Phone Deployment | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3_(270M)_Phone_Deployment.py) | | **Gemma3** **(27B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3_(27B)_A100-Conversational.py) | | **Gemma3** **(4B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3_(4B).py) | | **Gemma3** **(4B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma3_(4B)-Vision.py) | | **Gemma4** **(12B)** | Audio | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(12B)_Audio.py) | | **Gemma4** **(12B)** | | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(12B)_Text.py) | | **Gemma4** **(12B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(12B)_Vision.py) | | **Gemma4** **(26B A4B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(26B_A4B)-Text.py) | | **Gemma4** **(26B A4B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(26B_A4B)-Vision.py) | | **Gemma4** **(31B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(31B)-Text.py) | | **Gemma4** **(31B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(31B)-Vision.py) | | **Gemma4** **(E2B)** | Audio | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)-Audio.py) | | **Gemma4** **(E2B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)-Text.py) | | **Gemma4** **(E2B)** | GRPO | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)_GRPO.py) | | **Gemma4** **(E2B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)_Reinforcement_Learning_2048_Game.py) | | **Gemma4** **(E2B)** | Sudoku | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E2B)_Reinforcement_Learning_Sudoku_Game.py) | | **Gemma4** **(E4B)** | Audio | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E4B)-Audio.py) | | **Gemma4** **(E4B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E4B)-Text.py) | | **Gemma4** **(E4B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Gemma4_(E4B)-Vision.py) | | **Granite4.0** **(3B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Granite4.0.py) | | **Granite4.0** **(350M)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Granite4.0_350M.py) | | **LFM2.5** **(1.2B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/LFM2.5_(1.2B)-Conversational.py) | | **LFM2.5** **(1.2B)** | Text Completion | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/LFM2.5_(1.2B)-Text_Completion.py) | | **LFM2.5** **(1.2B)** | Translation | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/LFM2.5_(1.2B)-Translation.py) | | **LFM2.5 VL** **(1.6B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/LFM2.5_VL_(1.6B)-Vision.py) | | **Liquid LFM2** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Liquid_LFM2-Conversational.py) | | **Liquid LFM2** **(1.2B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Liquid_LFM2_(1.2B)-Conversational.py) | | **Llama3.1** **(8B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.1_(8B)-Alpaca.py) | | **Llama3.1** **(8B)** | Inference | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.1_(8B)-Inference.py) | | **Llama3.2** **(11B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.2_(11B)-Vision.py) | | **Llama3.2** **(1B)** | RAFT | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.2_(1B)-RAFT.py) | | **Llama3.2** **(1B and 3B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.2_(1B_and_3B)-Conversational.py) | | **Llama3.3** **(70B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3.3_(70B)_A100-Conversational.py) | | **Llama3** **(8B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3_(8B)-Alpaca.py) | | **Llama3** **(8B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3_(8B)-Conversational.py) | | **Llama3** **(8B)** | ORPO | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3_(8B)-ORPO.py) | | **Llama3** **(8B)** | Ollama | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llama3_(8B)-Ollama.py) | | **Llasa TTS** **(1B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llasa_TTS_(1B).py) | | **Llasa TTS** **(3B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Llasa_TTS_(3B).py) | | **Magistral** **(24B)** | Reasoning Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Magistral_(24B)-Reasoning-Conversational.py) | | **Ministral3** **(3B)** | Sudoku | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Ministral_3_(3B)_Reinforcement_Learning_Sudoku_Game.py) | | **Ministral3 VL** **(3B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Ministral_3_VL_(3B)_Vision.py) | | **Mistral** **(7B)** | Text Completion | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_(7B)-Text_Completion.py) | | **Mistral Nemo** **(12B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_Nemo_(12B)-Alpaca.py) | | **Mistral Small** **(22B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_Small_(22B)-Alpaca.py) | | **Mistral v0.3** **(7B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_v0.3_(7B)-Alpaca.py) | | **Mistral v0.3** **(7B)** | CPT | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_v0.3_(7B)-CPT.py) | | **Mistral v0.3** **(7B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Mistral_v0.3_(7B)-Conversational.py) | | **ModernBert** | Classification | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/ModernBert.py) | | **Muse Glimmer** **(30B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Muse_Glimmer_(30B)-Conversational.py) | | **Muse Glimmer** **(30B)** | GRPO | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Muse_Glimmer_(30B)-GRPO.py) | | **Muse Glimmer** **(30B)** | | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Muse_Glimmer_(30B)-Multimodal.py) | | **Muse Glimmer** **(30B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Muse_Glimmer_(30B)-Vision.py) | | **NeMo Gym Multi Environment** | Multi Environment | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/NeMo-Gym-Multi-Environment.py) | | **NeMo Gym Sudoku** | Sudoku | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/NeMo-Gym-Sudoku.py) | | **Nemotron 3 Nano 30B A3B** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Nemotron-3-Nano-30B-A3B_A100.py) | | **Nemotron Nano 3 30B A3B** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Nemotron-Nano-3-30B-A3B_A100.py) | | **(OpenEnv) gpt oss** **(20B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game.py) | | **(OpenEnv) gpt oss BF16** **(20B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/OpenEnv_gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.py) | | **Orpheus** **(3B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Orpheus_(3B)-TTS.py) | | **Oute TTS** **(1B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Oute_TTS_(1B).py) | | **Paddle OCR** **(1B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Paddle_OCR_(1B)_Vision.py) | | **Phi 3.5 Mini** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Phi_3.5_Mini-Conversational.py) | | **Phi 3 Medium** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Phi_3_Medium-Conversational.py) | | **Phi 4** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Phi_4-Conversational.py) | | **Pixtral** **(12B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Pixtral_(12B)-Vision.py) | | **Qwen2.5** **(7B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2.5_(7B)-Alpaca.py) | | **Qwen2.5 Coder** **(1.5B)** | Tool Calling | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2.5_Coder_(1.5B)-Tool_Calling.py) | | **Qwen2.5 Coder** **(14B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2.5_Coder_(14B)-Conversational.py) | | **Qwen2.5 VL** **(7B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2.5_VL_(7B)-Vision.py) | | **Qwen2** **(7B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2_(7B)-Alpaca.py) | | **Qwen2 VL** **(7B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen2_VL_(7B)-Vision.py) | | **Qwen3** **(0.6B)** | Reasoning Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(0.6B)-Reasoning-Conversational-ExecuTorch.py) | | **Qwen3** **(0 6B)** | Phone Deployment | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(0_6B)-Phone_Deployment.py) | | **Qwen3** **(14B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(14B).py) | | **Qwen3** **(14B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(14B)-Alpaca.py) | | **Qwen3** **(14B)** | Reasoning Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(14B)-Reasoning-Conversational.py) | | **Qwen3** **(32B)** | Reasoning Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(32B)_A100-Reasoning-Conversational.py) | | **Qwen3** **(4B)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(4B)-Instruct.py) | | **Qwen3** **(4B)** | Thinking | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(4B)-Thinking.py) | | **Qwen3** **(4B)** | QAT | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_(4B)_Instruct-QAT.py) | | **Qwen3 5** **(0 8B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_5_(0_8B)_Vision.py) | | **Qwen3 5** **(4B)** | Vision Math (GRPO RL) | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_5_(4B)_Vision_GRPO.py) | | **Qwen3 5 MoE** | MoE | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_5_MoE.py) | | **Qwen3 6 MoE** | MoE | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_6_MoE.py) | | **Qwen3 Embedding** **(0 6B)** | Embeddings | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_Embedding_(0_6B).py) | | **Qwen3 Embedding** **(4B)** | Embeddings | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_Embedding_(4B).py) | | **Qwen3 MoE** | MoE | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_MoE.py) | | **Qwen3 VL** **(8B)** | Vision | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_VL_(8B)-Vision.py) | | **Qwen3 VL** **(8B)** | Vision Math (GRPO RL) | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen3_VL_(8B)-Vision-GRPO.py) | | **Qwen 3 5 27B(80GB)** | Conversational | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Qwen_3_5_27B_A100(80GB).py) | | **Sesame CSM** **(1B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Sesame_CSM_(1B)-TTS.py) | | **Spark TTS** **(0.5B)** | TTS | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Spark_TTS_(0_5B).py) | | **Synthetic Data Hackathon** | Synthetic Data | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Synthetic_Data_Hackathon.py) | | **TinyLlama** **(1.1B)** | Alpaca | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/TinyLlama_(1.1B)-Alpaca.py) | | **TinyQwen3 MoE** | MoE | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/TinyQwen3_MoE.py) | | **Whisper** **(Large)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Whisper.py) | | **Zephyr** **(7B)** | DPO | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/Zephyr_(7B)-DPO.py) | | **ModernBERT** **(Large)** | Classification | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/bert_classification.py) | | **gpt oss** **(120B)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt-oss-(120B)_A100-Fine-tuning.py) | | **(A100) gpt oss** **(20B)** | Auto Kernel Creation | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt-oss-(20B)_A100-GRPO.py) | | **gpt oss** **(20B)** | Fine Tuning | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_500K_Context_Fine_tuning.py) | | **gpt oss** **(20B)** | Auto Kernel Creation | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_GRPO_BF16.py) | | **gpt oss** **(20B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_Reinforcement_Learning_2048_Game.py) | | **gpt oss BF16** **(20B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_Reinforcement_Learning_2048_Game_BF16.py) | | **(DGX Spark) gpt oss** **(20B)** | 2048 Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_Reinforcement_Learning_2048_Game_DGX_Spark.py) | | **gpt oss** **(20B)** | Minesweeper Game | [](https://molab.marimo.io/github/unslothai/notebooks/blob/main/molab/gpt_oss_(20B)_Reinforcement_Learning_GRPO_Minesweeper_Game_BF16.py) | # ✨ 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:** `-.ipynb` (e.g., `Mistral_v0.3_(7B)-Alpaca.ipynb`) * **Vision Notebooks:** `-Vision.ipynb` (e.g., `Llava_v1.6_(7B)-Vision.ipynb`) * **Example of ``:** `Alpaca`, `Conversational`, `CPT`, `DPO`, `ORPO`, `Text_Completion`, `CSV`, `Inference`, `Unsloth_Studio` 3. **Place in `original_template`:** Once your notebook is ready, move it to the `original_template` directory. 4. **Update Notebooks:** Run the following command in your terminal: ```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!