📒 Fine-tuning Notebooks
Below are Colab notebooks, organized by model. You can also view all notebooks in our docs.
The notebooks run locally and feature data prep, training and inference. Read our fine-tuning guide.
Main Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Unsloth Studio | Chat UI |  |
| Gemma 4 (E2B) | Vision | |
| Qwen3.5 (4B) | Vision | |
| Qwen3.5 (2B) | Vision | |
| gpt-oss (20B) | Fine-tuning | |
| gpt-oss (20B) | GRPO | |
| Qwen3 (14B) | Conversational | |
| Qwen3-VL (8B) | Vision | |
| Qwen3-Embedding (0.6B) | Embeddings | |
| Qwen3: Advanced GRPO | GRPO | |
| Gemma 3 (4B) | Vision | |
| Gemma 3N (4B) | Audio | |
| embeddinggemma (300M) | Embeddings | |
| Mistral Ministral 3 (3B) | Vision | |
| Mistral v0.3 (7B) | Vision | |
| Llama 3.1 (8B) Alpaca | Alpaca | |
| Llama 3.2 (1B + 3B) | Conversational | |
| Phi-4 (14B) | Conversational | |
| Orpheus-TTS (3B) | TTS | |
Gemma 4 Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Gemma4 (E2B) | Sudoku (GRPO RL) | |
| Gemma4 (E2B) | Auto Kernel Creation (GRPO RL) | |
| Gemma4 (E2B) | 2048 Game (GRPO RL) | |
| Gemma4 (31B) | Vision | |
| Gemma4 (31B) | Conversational | |
| Gemma4 (E4B) | Vision | |
| Gemma4 (E4B) | Conversational | |
| Gemma4 (E4B) | Audio | |
| Gemma4 (26B A4B) | Vision | |
| Gemma4 (26B A4B) | Conversational | |
| Gemma4 (E2B) | Vision | |
| Gemma4 (E2B) | Conversational | |
| Gemma4 (E2B) | Audio | |
GRPO & Reinforcement Learning Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Muse Glimmer (30B) | Sudoku | |
| Llama3.1 (8B) | GSM8K Math + vLLM | |
| NeMo Gym Sudoku | Sudoku | |
| NeMo Gym Multi Environment | Multi Environment | |
| gpt oss BF16 (20B) | 2048 Game | |
| gpt oss (20B) | Minesweeper Game | |
| gpt oss (20B) | Auto Kernel Creation | |
| Qwen3 (8B) | DAPO Math + vLLM | |
| Llama3 (8B) | ORPO | |
| Openenv wordle | Wordle + vLLM | |
| Qwen2.5 VL (7B) | Vision Math + vLLM | |
| Zephyr (7B) | DPO | |
| (OpenEnv) gpt oss BF16 (20B) | 2048 Game | |
| gpt oss (20B) | Auto Kernel Creation | |
| gpt oss (20B) | 2048 Game | |
| (OpenEnv) gpt oss (20B) | 2048 Game | |
| (DGX Spark) gpt oss (20B) | 2048 Game | |
| (A100) gpt oss (20B) | Auto Kernel Creation | |
| Qwen2.5 (3B) | GSM8K Math + vLLM | |
| Llama3.2 (1B) | DAPO Math + vLLM | |
| Qwen3 VL (8B) | Vision Math | |
| Mistral v0.3 (7B) | GSM8K Math + vLLM | |
| Qwen3 5 (4B) | Vision Math | |
| Gemma3 (4B) | Vision Math | |
| Phi 4 (14B) | GSM8K Math + vLLM | |
| Gemma3 (1B) | GSM8K Math | |
| DeepSeek R1 0528 Qwen3 (8B) | DAPO Math + vLLM | |
| LFM2.5 (1.2B) | DAPO Math | |
| Gemma4 (E2B) | Sudoku | |
| Gemma4 (E2B) | Auto Kernel Creation | |
| Gemma4 (E2B) | 2048 Game | |
| Qwen3 (4B) | DAPO Math + vLLM | |
| Ministral3 (3B) | Sudoku | |
Tool Calling Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen2.5 Coder (1.5B) | Tool Calling | |
| FunctionGemma (270M) | Tool Calling | |
| FunctionGemma (270M) | Mobile Actions | |
| FunctionGemma (270M) | Inference | |
| FunctionGemma (270M) | Conversational | |
Text-to-Speech (TTS) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Spark TTS (0.5B) | TTS | |
| Llasa TTS (1B) | TTS | |
| Orpheus (3B) | TTS | |
| Llasa TTS (3B) | TTS | |
| Sesame CSM (1B) | TTS | |
| Oute TTS (1B) | TTS | |
Vision (Multimodal) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen2.5 VL (7B) | Vision Math + vLLM (GRPO RL) | |
| Muse Glimmer (30B) | Vision | |
| Muse Glimmer (30B) | |
|
| Qwen2.5 VL (7B) | Vision | |
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| Qwen3 VL (8B) | Vision | |
| Qwen3 VL (8B) | Vision Math (GRPO RL) | |
| Qwen3 5 (4B) | Vision | |
| Qwen3 5 (4B) | Vision Math (GRPO RL) | |
| Gemma3 (4B) | Vision Math (GRPO RL) | |
| Qwen3 5 (0 8B) | Vision | |
| Gemma4 (31B) | Vision | |
| Qwen2 VL (7B) | Vision | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| Gemma4 (E4B) | Vision | |
| Llama3.2 (11B) | Vision | |
| Qwen3 5 (2B) | Vision | |
| Gemma4 (26B A4B) | Vision | |
| Gemma4 (E2B) | Vision | |
| Pixtral (12B) | Vision | |
| LFM2.5 VL (1.6B) | Vision | |
| Ministral3 VL (3B) | Vision | |
| Gemma3 (4B) | Vision | |
| Gemma3N (4B) | Vision | |
Embedding Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ModernBert | Classification | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| EmbeddingGemma (300M) | Embeddings | |
| ModernBERT (Large) | Classification | |
| BGE M3 | Embeddings | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| EmbeddingGemma2 (300M) | Image Embeddings | |
| EmbeddingGemma2 (300M) | Embeddings | |
| EmbeddingGemma2 (300M) | Audio Embeddings | |
| All MiniLM L6 v2 | Embeddings | |
Speech-to-Text (STT) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Whisper (Large) | Fine Tuning | |
OCR Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
| Paddle OCR (1B) | Vision | |
BERT Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ModernBert | Classification | |
| ModernBERT (Large) | Classification | |
Deepseek Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
ERNIE Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| ERNIE 4 5 21B A3B PT | Conversational | |
GLM Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| (A100) GLM Flash(80GB) | Conversational | |
GPT-OSS Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| gpt oss MXFP4 (20B) | Inference | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss BNB (20B) | Inference | |
| (A100) gpt oss (120B) | Fine Tuning | |
Gemma Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Gemma3 (4B) | Conversational | |
| (A100) Gemma3 (27B) | Conversational | |
| Gemma3 (270M) | Phone Deployment | |
| Gemma3 (270M) | Conversational | |
| Gemma3N (4B) | Multimodal | |
| Gemma3N (4B) | Audio | |
| Gemma3N (2B) | Inference | |
| Gemma3 (4B) | Vision | |
| Gemma3N (4B) | Vision | |
| EmbeddingGemma (300M) | Embeddings | |
| Gemma2 (9B) | Alpaca | |
| Gemma2 (2B) | Alpaca | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| EmbeddingGemma2 (300M) | Image Embeddings | |
| EmbeddingGemma2 (300M) | Embeddings | |
| EmbeddingGemma2 (300M) | Audio Embeddings | |
| CodeGemma (7B) | Conversational | |
| DiffusionGemma (26B A4B) | Sudoku | |
Granite Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Granite4.0 (3B) | Conversational | |
| Granite4.0 (350M) | Conversational | |
Hybrid Attention Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| LFM2.5 (1.2B) | Conversational | |
| Liquid LFM2 (1.2B) | Conversational | |
| Liquid LFM2 | Conversational | |
| LFM2.5 VL (1.6B) | Vision | |
| LFM2.5 (1.2B) | Translation | |
| Falcon H1 (0.5B) | Alpaca | |
| Falcon H1 | Alpaca | |
Llama Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Llama3.1 (8B) | Inference | |
| Llama3 (8B) | Ollama | |
| Llama3 (8B) | Alpaca | |
| Llama3.2 (1B) | RAFT | |
| Llama3.2 (1B and 3B) | Conversational | |
| Llama3.1 (8B) | Alpaca | |
| (A100) Llama3.3 (70B) | Conversational | |
| Llama3.2 (11B) | Vision | |
| Llama3 (8B) | Conversational | |
| TinyLlama (1.1B) | Alpaca | |
Mistral Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Mistral v0.3 (7B) | Conversational | |
| Magistral (24B) | Reasoning Conversational | |
| Pixtral (12B) | Vision | |
| Mistral Small (22B) | Alpaca | |
| Ministral3 VL (3B) | Vision | |
| Mistral v0.3 (7B) | Alpaca | |
| Mistral Nemo (12B) | Alpaca | |
Nemotron Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Nemotron Nano 3 30B A3B | Conversational | |
| (A100) Nemotron 3 Nano 30B A3B | Conversational | |
Paddle Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Paddle OCR (1B) | Vision | |
Phi Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Phi 4 | Conversational | |
| Phi 3.5 Mini | Conversational | |
| Phi 3 Medium | Conversational | |
Qwen Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen3.8 (27B) | Conversational | |
| Qwen3 (0.6B) | Knowledge Distillation | |
| Qwen3 (0.6B) | Reasoning Conversational | |
| Qwen3 (0 6B) | Phone Deployment | |
| Qwen3 (4B) | QAT | |
| Qwen3 (4B) | Conversational | |
| Qwen2.5 VL (7B) | Vision | |
| Qwen3 VL (8B) | Vision | |
| Qwen3 5 MoE | MoE | |
| (A100) Qwen 3 5 27B(80GB) | Conversational | |
| (A100) Qwen3 (32B) | Reasoning Conversational | |
| Qwen3 5 (4B) | Vision | |
| Qwen3 (14B) | Reasoning Conversational | |
| Qwen3 (14B) | Conversational | |
| Qwen3 5 (0 8B) | Vision | |
| Qwen2 VL (7B) | Vision | |
| Qwen3 (4B) | Thinking | |
| Qwen3 MoE | MoE | |
| Qwen3 5 (2B) | Vision | |
| Qwen2.5 (7B) | Alpaca | |
| Qwen2.5 Coder (14B) | Conversational | |
| Qwen3 6 MoE | MoE | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| Qwen3 (14B) | Alpaca | |
| Qwen2 (7B) | Alpaca | |
| TinyQwen3 MoE | MoE | |
Text Completion / Continued Pretraining Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| LFM2.5 (1.2B) | Text Completion | |
| Mistral v0.3 (7B) | CPT | |
| Mistral (7B) | Text Completion | |
Specific use-case Notebooks
| Usecase | Model | Notebook Link |
|---|---|---|
| Text Classification | Llama 3.1 (8B) | |
| Tool Calling | Qwen2.5-Coder (1.5B) | |
| Multiple Datasets | |
|
| KTO | Qwen2.5-Instruct (1.5B) | |
| Inference Chat UI | LLaMa 3.2 Vision | |
| Conversational | LLaMa 3.2 (1B and 3B) | |
| ChatML | Mistral (7B) | |
| Text Completion | Mistral (7B) | |
Other Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Muse Glimmer (30B) | Conversational | |
| Muse Glimmer (30B) | Vision | |
| Muse Glimmer (30B) | |
|
| CodeForces CoT Reasoning | |
|
| Synthetic Data Hackathon | Synthetic Data | |
| Unsloth | Studio | |
📒 Kaggle Notebooks
Click for all our Kaggle notebooks categorized by model:
GRPO & Reinforcement Learning Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Muse Glimmer (30B) | Sudoku |  |
| Llama3.1 (8B) | GSM8K Math + vLLM | |
| gpt oss (20B) | Minesweeper Game | |
| gpt oss (20B) | Auto Kernel Creation | |
| Qwen3 (8B) | DAPO Math + vLLM | |
| Llama3 (8B) | ORPO | |
| Qwen2.5 VL (7B) | Vision Math + vLLM | |
| Ministral3 (3B) | Sudoku | |
| Zephyr (7B) | DPO | |
| gpt oss (20B) | Auto Kernel Creation | |
| (A100) gpt oss (20B) | Auto Kernel Creation | |
| Qwen2.5 (3B) | GSM8K Math + vLLM | |
| Llama3.2 (1B) | DAPO Math + vLLM | |
| Qwen3 VL (8B) | Vision Math | |
| Mistral v0.3 (7B) | GSM8K Math + vLLM | |
| Gemma3 (4B) | Vision Math | |
| Phi 4 (14B) | GSM8K Math + vLLM | |
| Gemma3 (1B) | GSM8K Math | |
| DeepSeek R1 0528 Qwen3 (8B) | DAPO Math + vLLM | |
| Qwen3 (4B) | DAPO Math + vLLM | |
Tool Calling Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen2.5 Coder (1.5B) | Tool Calling | |
Text-to-Speech (TTS) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Spark TTS (0.5B) | TTS | |
| Llasa TTS (1B) | TTS | |
| Orpheus (3B) | TTS | |
| Llasa TTS (3B) | TTS | |
| Sesame CSM (1B) | TTS | |
| Oute TTS (1B) | TTS | |
Vision (Multimodal) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen2.5 VL (7B) | Vision Math + vLLM (GRPO RL) | |
| Muse Glimmer (30B) | Vision | |
| Muse Glimmer (30B) | |
|
| Qwen2.5 VL (7B) | Vision | |
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| Qwen3 VL (8B) | Vision | |
| Qwen3 VL (8B) | Vision Math (GRPO RL) | |
| Gemma3 (4B) | Vision Math (GRPO RL) | |
| Qwen2 VL (7B) | Vision | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| Llama3.2 (11B) | Vision | |
| Pixtral (12B) | Vision | |
| Ministral3 VL (3B) | Vision | |
| Gemma3 (4B) | Vision | |
| Gemma3N (4B) | Vision | |
Embedding Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ModernBert | Classification | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| EmbeddingGemma (300M) | Embeddings | |
| ModernBERT (Large) | Classification | |
| BGE M3 | Embeddings | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| EmbeddingGemma2 (300M) | Image Embeddings | |
| EmbeddingGemma2 (300M) | Embeddings | |
| EmbeddingGemma2 (300M) | Audio Embeddings | |
| All MiniLM L6 v2 | Embeddings | |
Speech-to-Text (STT) Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Whisper (Large) | Fine Tuning | |
OCR Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
| Paddle OCR (1B) | Vision | |
BERT Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ModernBert | Classification | |
| ModernBERT (Large) | Classification | |
Deepseek Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
ERNIE Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| ERNIE 4 5 21B A3B PT | Conversational | |
GPT-OSS Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| gpt oss MXFP4 (20B) | Inference | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss BNB (20B) | Inference | |
| (A100) gpt oss (120B) | Fine Tuning | |
Gemma Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Gemma3 (4B) | Conversational | |
| (A100) Gemma3 (27B) | Conversational | |
| Gemma3 (270M) | Conversational | |
| Gemma3N (4B) | Multimodal | |
| Gemma3N (4B) | Audio | |
| Gemma3N (2B) | Inference | |
| Gemma3 (4B) | Vision | |
| Gemma3N (4B) | Vision | |
| EmbeddingGemma (300M) | Embeddings | |
| Gemma2 (9B) | Alpaca | |
| Gemma2 (2B) | Alpaca | |
| EmbeddingGemma2 (300M) | Multimodal Search | |
| EmbeddingGemma2 (300M) | Image Embeddings | |
| EmbeddingGemma2 (300M) | Embeddings | |
| EmbeddingGemma2 (300M) | Audio Embeddings | |
| CodeGemma (7B) | Conversational | |
| DiffusionGemma (26B A4B) | Sudoku | |
Granite Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Granite4.0 (3B) | Conversational | |
| Granite4.0 (350M) | Conversational | |
Hybrid Attention Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Liquid LFM2 (1.2B) | Conversational | |
| Falcon H1 (0.5B) | Alpaca | |
Llama Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Llama3.1 (8B) | Inference | |
| Llama3 (8B) | Ollama | |
| Llama3 (8B) | Alpaca | |
| Llama3.2 (1B) | RAFT | |
| Llama3.2 (1B and 3B) | Conversational | |
| Llama3.1 (8B) | Alpaca | |
| (A100) Llama3.3 (70B) | Conversational | |
| Llama3.2 (11B) | Vision | |
| Llama3 (8B) | Conversational | |
| TinyLlama (1.1B) | Alpaca | |
Mistral Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Mistral v0.3 (7B) | Conversational | |
| Magistral (24B) | Reasoning Conversational | |
| Pixtral (12B) | Vision | |
| Mistral Small (22B) | Alpaca | |
| Ministral3 VL (3B) | Vision | |
| Mistral v0.3 (7B) | Alpaca | |
| Mistral Nemo (12B) | Alpaca | |
Nemotron Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Nemotron Nano 3 30B A3B | Conversational | |
| (A100) Nemotron 3 Nano 30B A3B | Conversational | |
Paddle Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Paddle OCR (1B) | Vision | |
Phi Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Phi 4 | Conversational | |
| Phi 3.5 Mini | Conversational | |
| Phi 3 Medium | Conversational | |
Qwen Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Qwen3 (0.6B) | Knowledge Distillation | |
| Qwen3.8 (27B) | Conversational | |
| Qwen3 (4B) | QAT | |
| Qwen3 (4B) | Conversational | |
| Qwen2.5 VL (7B) | Vision | |
| Qwen3 VL (8B) | Vision | |
| (A100) Qwen3 (32B) | Reasoning Conversational | |
| Qwen3 (14B) | Reasoning Conversational | |
| Qwen3 (14B) | Conversational | |
| Qwen2 VL (7B) | Vision | |
| Qwen3 (4B) | Thinking | |
| Qwen2.5 (7B) | Alpaca | |
| Qwen2.5 Coder (14B) | Conversational | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| Qwen3 (14B) | Alpaca | |
| Qwen2 (7B) | Alpaca | |
Text Completion / Continued Pretraining Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Mistral v0.3 (7B) | CPT | |
| Mistral (7B) | Text Completion | |
Other Notebooks
| Model | Type | Notebook Link |
|---|---|---|
| Muse Glimmer (30B) | Vision | |
| Muse Glimmer (30B) | Conversational | |
| Muse Glimmer (30B) | |
|
| CodeForces CoT Reasoning | |
|
| Unsloth | Studio | |
🐧 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 |
| Gemma4 (E2B) | Vision | GitHub |
| Qwen3 5 (4B) | Vision | GitHub |
| Qwen3 5 (2B) | Vision | GitHub |
| gpt oss (20B) | Fine Tuning | GitHub |
| gpt oss (20B) | Auto Kernel Creation | [GitHub](https://github.com/unslothai/notebooks/blob/main/nb/AMD- |