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.
| 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 | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| 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 | |
| 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 | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| Qwen2.5 VL (7B) | Vision Math + vLLM (GRPO RL) | |
| 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 | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| ModernBert | Classification | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| EmbeddingGemma (300M) | Embeddings | |
| ModernBERT (Large) | Classification | |
| BGE M3 | Embeddings | |
| All MiniLM L6 v2 | Embeddings | |
| Model | Type | Notebook Link |
|---|
| Whisper (Large) | Fine Tuning | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| ModernBert | Classification | |
| ModernBERT (Large) | Classification | |
| Model | Type | Notebook Link |
|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
| Model | Type | Notebook Link |
|---|
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| ERNIE 4 5 21B A3B PT | Conversational | |
| Model | Type | Notebook Link |
|---|
| (A100) GLM Flash(80GB) | Conversational | |
| 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 | |
| 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 | |
| CodeGemma (7B) | Conversational | |
| DiffusionGemma (26B A4B) | Sudoku | |
| Model | Type | Notebook Link |
|---|
| Granite4.0 (3B) | Conversational | |
| Granite4.0 (350M) | Conversational | |
| 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 | |
| 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 | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| (A100) Nemotron Nano 3 30B A3B | Conversational | |
| (A100) Nemotron 3 Nano 30B A3B | Conversational | |
| Model | Type | Notebook Link |
|---|
| Paddle OCR (1B) | Vision | |
| Model | Type | Notebook Link |
|---|
| Phi 4 | Conversational | |
| Phi 3.5 Mini | Conversational | |
| Phi 3 Medium | Conversational | |
| Model | Type | Notebook Link |
|---|
| 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 | |
| Model | Type | Notebook Link |
|---|
| LFM2.5 (1.2B) | Text Completion | |
| Mistral v0.3 (7B) | CPT | |
| Mistral (7B) | Text Completion | |
| 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) | |
| Model | Type | Notebook Link |
|---|
| CodeForces CoT Reasoning | | |
| Synthetic Data Hackathon | Synthetic Data | |
| Unsloth | Studio | |
Click for all our Kaggle notebooks categorized by model:
| Model | Type | Notebook Link |
|---|
| 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 | |
| Model | Type | Notebook Link |
|---|
| Qwen2.5 Coder (1.5B) | Tool Calling | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| Qwen2.5 VL (7B) | Vision Math + vLLM (GRPO RL) | |
| 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 | |
| Llama3.2 (11B) | Vision | |
| Pixtral (12B) | Vision | |
| Ministral3 VL (3B) | Vision | |
| Gemma3 (4B) | Vision | |
| Gemma3N (4B) | Vision | |
| Model | Type | Notebook Link |
|---|
| ModernBert | Classification | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| EmbeddingGemma (300M) | Embeddings | |
| ModernBERT (Large) | Classification | |
| BGE M3 | Embeddings | |
| All MiniLM L6 v2 | Embeddings | |
| Model | Type | Notebook Link |
|---|
| Whisper (Large) | Fine Tuning | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| ModernBert | Classification | |
| ModernBERT (Large) | Classification | |
| Model | Type | Notebook Link |
|---|
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
| Model | Type | Notebook Link |
|---|
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| ERNIE 4 5 21B A3B PT | Conversational | |
| 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 | |
| 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 | |
| CodeGemma (7B) | Conversational | |
| DiffusionGemma (26B A4B) | Sudoku | |
| Model | Type | Notebook Link |
|---|
| Granite4.0 (3B) | Conversational | |
| Granite4.0 (350M) | Conversational | |
| Model | Type | Notebook Link |
|---|
| Liquid LFM2 (1.2B) | Conversational | |
| Falcon H1 (0.5B) | Alpaca | |
| 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 | |
| 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 | |
| Model | Type | Notebook Link |
|---|
| (A100) Nemotron Nano 3 30B A3B | Conversational | |
| (A100) Nemotron 3 Nano 30B A3B | Conversational | |
| Model | Type | Notebook Link |
|---|
| Paddle OCR (1B) | Vision | |
| Model | Type | Notebook Link |
|---|
| Phi 4 | Conversational | |
| Phi 3.5 Mini | Conversational | |
| Phi 3 Medium | Conversational | |
| Model | Type | Notebook Link |
|---|
| 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 | |
| Model | Type | Notebook Link |
|---|
| Mistral v0.3 (7B) | CPT | |
| Mistral (7B) | Text Completion | |
| Model | Type | Notebook Link |
|---|
| CodeForces CoT Reasoning | | |
| Unsloth | Studio | |
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 |
Click for all our AMD ROCm notebooks:
| Model | Type | Notebook |
|---|
| Qwen3 (0 6B) | Phone Deployment | GitHub |
| Qwen3 (0.6B) | Reasoning Conversational | GitHub |
| Llama3.1 (8B) | Inference | GitHub |
| Llama3.1 (8B) | GSM8K Math + vLLM | GitHub |
| NeMo Gym Sudoku | Sudoku | GitHub |
| NeMo Gym Multi Environment | Multi Environment | GitHub |
| Whisper (Large) | Fine Tuning | GitHub |
| gpt oss MXFP4 (20B) | Inference | GitHub |
| gpt oss BNB (20B) | Inference | GitHub |
| gpt oss BF16 (20B) | 2048 Game | GitHub |
| gpt oss (20B) | 2048 Game | GitHub |
| gpt oss (20B) | Minesweeper Game | GitHub |
| gpt oss (20B) | Auto Kernel Creation | GitHub |
| gpt oss (20B) | Fine Tuning | GitHub |
| (OpenEnv) gpt oss BF16 (20B) | 2048 Game | GitHub |
| (OpenEnv) gpt oss (20B) | 2048 Game | GitHub |
| (DGX Spark) gpt oss (20B) | 2048 Game | GitHub |
| Spark TTS (0.5B) | TTS | GitHub |
| Qwen3 (8B) | DAPO Math + vLLM | GitHub |
| Llama3 (8B) | Ollama | GitHub |
| Llama3 (8B) | ORPO | GitHub |
| Llama3 (8B) | Alpaca | GitHub |
| Openenv wordle | Wordle + vLLM | GitHub |
| gpt oss (20B) | Auto Kernel Creation | GitHub |
| gpt oss (120B) | Fine Tuning | GitHub |
| Qwen2.5 (3B) | GSM8K Math + vLLM | GitHub |
| ModernBert | Classification | GitHub |
| Qwen3 (4B) | QAT | GitHub |
| Qwen3 (4B) | Conversational | GitHub |
| Qwen2.5 VL (7B) | Vision Math + vLLM | GitHub |
| Qwen2.5 VL (7B) | Vision | GitHub |
| Llasa TTS (1B) | TTS | GitHub |
| Llama3.2 (1B) | DAPO Math + vLLM | GitHub |
| Llama3.2 (1B) | RAFT | GitHub |
| Deepseek OCR (3B) | Fine Tuning | GitHub |
| Deepseek OCR (3B) | Evaluation | GitHub |
| Deepseek OCR (3B) | Eval | GitHub |
| Paddle OCR (1B) | Vision | GitHub |
| ERNIE 4 5 VL 28B A3B PT | Vision | GitHub |
| Deepseek OCR 2 (3B) | Fine Tuning | GitHub |
| Qwen3 VL (8B) | Vision | GitHub |
| Qwen3 VL (8B) | Vision Math | GitHub |
| Mistral v0.3 (7B) | GSM8K Math + vLLM | GitHub |
| Mistral v0.3 (7B) | Conversational | GitHub |
| Qwen3 5 MoE | MoE | GitHub |
| Orpheus (3B) | TTS | GitHub |
| Llasa TTS (3B) | TTS | GitHub |
| Meta Synthetic Data Llama3.1 (8B) | GRPO | GitHub |
| Meta Synthetic Data Llama3 2 (3B) | GRPO | GitHub |
| Llama3.2 (1B and 3B) | Conversational | GitHub |
| Qwen 3 5 27B(80GB) | Conversational | GitHub |
| Qwen3 (32B) | Reasoning Conversational | GitHub |
| Llama3.1 (8B) | Alpaca | GitHub |
| Qwen3 5 (4B) | Vision Math | GitHub |
| Qwen3 (14B) | Conversational | GitHub |
| Qwen3 (14B) | Reasoning Conversational | GitHub |
| CodeForces CoT Reasoning | | GitHub |
| Llama3.3 (70B) | Conversational | GitHub |
| Synthetic Data Hackathon | Synthetic Data | GitHub |
| Gemma3 (4B) | Conversational | GitHub |
| Gemma3 (4B) | Vision Math | GitHub |
| Phi 4 (14B) | GSM8K Math + vLLM | GitHub |
| Phi 4 | Conversational | GitHub |
| Gemma3 (27B) | Conversational | GitHub |
| Qwen3 5 (0 8B) | Vision | GitHub |
| GLM Flash(80GB) | Conversational | GitHub |
| Sesame CSM (1B) | TTS | GitHub |
| Gemma4 (31B) | Conversational | GitHub |
| Gemma4 (31B) | Vision | GitHub |
| Qwen2 VL (7B) | Vision | GitHub |
| Qwen3 (4B) | Thinking | GitHub |
| Qwen3 MoE | MoE | GitHub |
| Gemma3 (1B) | GSM8K Math | GitHub |
| Nemotron Nano 3 30B A3B | Conversational | GitHub |
| Nemotron 3 Nano 30B A3B | Conversational | GitHub |
| Gemma4 (E4B) | Conversational | GitHub |
| Gemma4 (E4B) | Vision | GitHub |
| Gemma4 (E4B) | Audio | GitHub |
| Llama3.2 (11B) | Vision | GitHub |
| Phi 3.5 Mini | Conversational | GitHub |
| Gemma4 (26B A4B) | Conversational | GitHub |
| Gemma4 (26B A4B) | Vision | GitHub |
| Magistral (24B) | Reasoning Conversational | GitHub |
| Qwen2.5 (7B) | Alpaca | GitHub |
| DeepSeek R1 0528 Qwen3 (8B) | DAPO Math + vLLM | GitHub |
| Qwen2.5 Coder (1.5B) | Tool Calling | GitHub |
| Gemma3 (270M) | Conversational | GitHub |
| Gemma3 (270M) | Phone Deployment | GitHub |
| Qwen2.5 Coder (14B) | Conversational | GitHub |
| FunctionGemma (270M) | Conversational | GitHub |
| FunctionGemma (270M) | Inference | GitHub |
| FunctionGemma (270M) | Tool Calling | GitHub |
| FunctionGemma (270M) | Mobile Actions | GitHub |
| Gemma3N (4B) | Multimodal | GitHub |
| Gemma3N (4B) | Audio | GitHub |
| Gemma3N (2B) | Inference | GitHub |
| LFM2.5 (1.2B) | DAPO Math | GitHub |
| LFM2.5 (1.2B) | Conversational | GitHub |
| Gemma4 (E2B) | Conversational | GitHub |
| Gemma4 (E2B) | Sudoku | GitHub |
| Gemma4 (E2B) | 2048 Game | GitHub |
| Gemma4 (E2B) | Auto Kernel Creation | GitHub |
| Gemma4 (E2B) | Audio | GitHub |
| Qwen3 6 MoE | MoE | GitHub |
| Qwen3 Embedding (4B) | Embeddings | GitHub |
| Qwen3 (4B) | DAPO Math + vLLM | GitHub |
| Pixtral (12B) | Vision | GitHub |
| Qwen3 Embedding (0 6B) | Embeddings | GitHub |
| Mistral Small (22B) | Alpaca | GitHub |
| Liquid LFM2 (1.2B) | Conversational | GitHub |
| Liquid LFM2 | Conversational | GitHub |
| LFM2.5 VL (1.6B) | Vision | GitHub |
| Ministral3 VL (3B) | Vision | GitHub |
| Ministral3 (3B) | Sudoku | GitHub |
| Gemma3 (4B) | Vision | GitHub |
| Oute TTS (1B) | TTS | GitHub |
| Llama3 (8B) | Conversational | GitHub |
| ERNIE 4 5 21B A3B PT | Conversational | GitHub |
| Granite4.0 (3B) | Conversational | GitHub |
| Qwen3 (14B) | Alpaca | GitHub |
| LFM2.5 (1.2B) | Translation | GitHub |
| LFM2.5 (1.2B) | Text Completion | GitHub |
| Gemma3N (4B) | Vision | GitHub |
| Granite4.0 (350M) | Conversational | GitHub |
| TinyLlama (1.1B) | Alpaca | GitHub |
| Falcon H1 (0.5B) | Alpaca | GitHub |
| Falcon H1 | Alpaca | GitHub |
| Phi 3 Medium | Conversational | GitHub |
| EmbeddingGemma (300M) | Embeddings | GitHub |
| Gemma2 (9B) | Alpaca | GitHub |
| Gemma2 (2B) | Alpaca | GitHub |
| Mistral v0.3 (7B) | CPT | GitHub |
| Mistral v0.3 (7B) | Alpaca | GitHub |
| Mistral (7B) | Text Completion | GitHub |
| Qwen2 (7B) | Alpaca | GitHub |
| Zephyr (7B) | DPO | GitHub |
| ModernBERT (Large) | Classification | GitHub |
| Mistral Nemo (12B) | Alpaca | GitHub |
| CodeGemma (7B) | Conversational | GitHub |
| BGE M3 | Embeddings | GitHub |
| TinyQwen3 MoE | MoE | GitHub |
| All MiniLM L6 v2 | Embeddings | GitHub |
Run any of these on molab, 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 |  |
| Gemma4 (E2B) | Vision | |
| Qwen3 5 (4B) | Vision | |
| Qwen3 5 (2B) | Vision | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss (20B) | Auto Kernel Creation | |
Click for all our molab notebooks:
| Model | Type | Notebook |
|---|
| All MiniLM L6 v2 | Embeddings | |
| BGE M3 | Embeddings | |
| CodeForces CoT Reasoning | | |
| CodeGemma (7B) | Conversational | |
| Deepseek OCR (3B) | Fine Tuning | |
| Deepseek OCR (3B) | Eval | |
| Deepseek OCR (3B) | Evaluation | |
| Deepseek OCR 2 (3B) | Fine Tuning | |
| ERNIE 4 5 21B A3B PT | Conversational | |
| ERNIE 4 5 VL 28B A3B PT | Vision | |
| EmbeddingGemma (300M) | Embeddings | |
| Falcon H1 | Alpaca | |
| Falcon H1 (0.5B) | Alpaca | |
| FunctionGemma (270M) | Conversational | |
| FunctionGemma (270M) | Inference | |
| FunctionGemma (270M) | Mobile Actions | |
| FunctionGemma (270M) | Tool Calling | |
| GLM Flash(80GB) | Conversational | |
| gpt oss BNB (20B) | Inference | |
| gpt oss MXFP4 (20B) | Inference | |
| Gemma2 (2B) | Alpaca | |
| Gemma2 (9B) | Alpaca | |
| Gemma3N (2B) | Inference | |
| Gemma3N (4B) | Audio | |
| Gemma3N (4B) | Multimodal | |
| Gemma3N (4B) | Vision | |
| Gemma3 (270M) | Conversational | |
| Gemma3 (270M) | Phone Deployment | |
| Gemma3 (27B) | Conversational | |
| Gemma3 (4B) | Conversational | |
| Gemma3 (4B) | Vision | |
| Gemma4 (12B) | Audio | |
| Gemma4 (12B) | | |
| Gemma4 (12B) | Vision | |
| Gemma4 (26B A4B) | Conversational | |
| Gemma4 (26B A4B) | Vision | |
| Gemma4 (31B) | Conversational | |
| Gemma4 (31B) | Vision | |
| Gemma4 (E2B) | Audio | |
| Gemma4 (E2B) | Conversational | |
| Gemma4 (E2B) | 2048 Game | |
| Gemma4 (E2B) | Sudoku | |
| Gemma4 (E4B) | Audio | |
| Gemma4 (E4B) | Conversational | |
| Gemma4 (E4B) | Vision | |
| Granite4.0 (3B) | Conversational | |
| Granite4.0 (350M) | Conversational | |
| LFM2.5 (1.2B) | Conversational | |
| LFM2.5 (1.2B) | Text Completion | |
| LFM2.5 (1.2B) | Translation | |
| LFM2.5 VL (1.6B) | Vision | |
| Liquid LFM2 | Conversational | |
| Liquid LFM2 (1.2B) | Conversational | |
| Llama3.1 (8B) | Alpaca | |
| Llama3.1 (8B) | Inference | |
| Llama3.2 (11B) | Vision | |
| Llama3.2 (1B) | RAFT | |
| Llama3.2 (1B and 3B) | Conversational | |
| Llama3.3 (70B) | Conversational | |
| Llama3 (8B) | Alpaca | |
| Llama3 (8B) | Conversational | |
| Llama3 (8B) | ORPO | |
| Llama3 (8B) | Ollama | |
| Llasa TTS (1B) | TTS | |
| Llasa TTS (3B) | TTS | |
| Magistral (24B) | Reasoning Conversational | |
| Ministral3 (3B) | Sudoku | |
| Ministral3 VL (3B) | Vision | |
| Mistral (7B) | Text Completion | |
| Mistral Nemo (12B) | Alpaca | |
| Mistral Small (22B) | Alpaca | |
| Mistral v0.3 (7B) | Alpaca | |
| Mistral v0.3 (7B) | CPT | |
| Mistral v0.3 (7B) | Conversational | |
| ModernBert | Classification | |
| NeMo Gym Multi Environment | Multi Environment | |
| NeMo Gym Sudoku | Sudoku | |
| Nemotron 3 Nano 30B A3B | Conversational | |
| Nemotron Nano 3 30B A3B | Conversational | |
| (OpenEnv) gpt oss (20B) | 2048 Game | |
| (OpenEnv) gpt oss BF16 (20B) | 2048 Game | |
| Openenv wordle | Wordle + vLLM | |
| Orpheus (3B) | TTS | |
| Oute TTS (1B) | TTS | |
| Paddle OCR (1B) | Vision | |
| Phi 3.5 Mini | Conversational | |
| Phi 3 Medium | Conversational | |
| Phi 4 | Conversational | |
| Pixtral (12B) | Vision | |
| Qwen2.5 (7B) | Alpaca | |
| Qwen2.5 Coder (1.5B) | Tool Calling | |
| Qwen2.5 Coder (14B) | Conversational | |
| Qwen2.5 VL (7B) | Vision | |
| Qwen2 (7B) | Alpaca | |
| Qwen2 VL (7B) | Vision | |
| Qwen3 (0.6B) | Reasoning Conversational | |
| Qwen3 (0 6B) | Phone Deployment | |
| Qwen3 (14B) | Conversational | |
| Qwen3 (14B) | Alpaca | |
| Qwen3 (14B) | Reasoning Conversational | |
| Qwen3 (32B) | Reasoning Conversational | |
| Qwen3 (4B) | Conversational | |
| Qwen3 (4B) | Thinking | |
| Qwen3 (4B) | QAT | |
| Qwen3 5 (0 8B) | Vision | |
| Qwen3 5 (4B) | Vision Math (GRPO RL) | |
| Qwen3 5 MoE | MoE | |
| Qwen3 6 MoE | MoE | |
| Qwen3 Embedding (0 6B) | Embeddings | |
| Qwen3 Embedding (4B) | Embeddings | |
| Qwen3 MoE | MoE | |
| Qwen3 VL (8B) | Vision | |
| Qwen3 VL (8B) | Vision Math (GRPO RL) | |
| Qwen 3 5 27B(80GB) | Conversational | |
| Sesame CSM (1B) | TTS | |
| Spark TTS (0.5B) | TTS | |
| Synthetic Data Hackathon | Synthetic Data | |
| TinyLlama (1.1B) | Alpaca | |
| TinyQwen3 MoE | MoE | |
| Whisper (Large) | Fine Tuning | |
| Zephyr (7B) | DPO | |
| ModernBERT (Large) | Classification | |
| gpt oss (120B) | Fine Tuning | |
| (A100) gpt oss (20B) | Auto Kernel Creation | |
| gpt oss (20B) | Fine Tuning | |
| gpt oss (20B) | Auto Kernel Creation | |
| gpt oss (20B) | 2048 Game | |
| gpt oss BF16 (20B) | 2048 Game | |
| (DGX Spark) gpt oss (20B) | 2048 Game | |
| gpt oss (20B) | Minesweeper Game | |
If you'd like to contribute to our notebooks, here's a guide to get you started:
- 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.
- Create Your Notebook:
- Make a copy of
Template_Notebook.ipynb.
- Rename the copied file to follow this naming convention:
- LLM Notebooks:
<Model Name>-<Type>.ipynb (e.g., Mistral_v0.3_(7B)-Alpaca.ipynb)
- Vision Notebooks:
<Model Name>-Vision.ipynb (e.g., Llava_v1.6_(7B)-Vision.ipynb)
- Example of
<Type>: Alpaca, Conversational, CPT, DPO, ORPO, Text_Completion, CSV, Inference, Unsloth_Studio
- Place in
original_template: Once your notebook is ready, move it to the original_template directory.
- Update Notebooks: Run the following command in your terminal:
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.
- 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!
