Below are our notebooks for Google Colab categorized by model. You can view our Kaggle notebooks here.
Use our guided notebooks to prep data, train, evaluate, and save your model. View our main GitHub repo here.
| Model | Type | Notebook Link |
|---|---|---|
| Gemma3N (4B) | Multimodal | Open in Colab |
| Qwen3 (14B) | Conversational | Open In Colab |
| Qwen3-Base (4B) | GRPO | Open In Colab |
| Gemma 3 (4B) | Conversational | Open In Colab |
| Llama 3.2 (3B) | Conversational | Open In Colab |
| Phi-4 (14B) | Conversational | Open In Colab |
| Llama 3.2 Vision (11B) | Vision | Open In Colab |
| Llama 3.1 (8B) | Alpaca | Open In Colab |
| Mistral v0.3 (7B) | Conversational | Open In Colab |
| DeepSeek-R1-0528-Qwen3 (8B) | GRPO | Open In Colab |
| Llama 3.2 (3B) by Meta | Synthetic Data | Open In Colab |
| Sesame-CSM (1B) | TTS | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Sesame-CSM | TTS | Open In Colab |
| Orpheus-TTS | TTS | Open In Colab |
| Spark-TTS | TTS | Open In Colab |
| Oute-TTS | TTS | Open In Colab |
| Oute-TTS | TTS | Open In Colab |
| Llasa TTS (1B) | TTS | Open In Colab |
| Llasa TTS (3B) | TTS | Open In Colab |
| Whisper-Large-V3 | STT | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Llama 3.2 (11B) | Vision | Open In Colab |
| Qwen2.5 VL (7B) | Vision | Open In Colab |
| Pixtral (12B) | Vision | Open In Colab |
| Model | Notebook Link |
|---|---|
| ModernBERT-large | Open In Colab |
| Usecase | Model | Notebook Link |
|---|---|---|
| Text Classification | Llama 3.1 (8B) | Open In Colab |
| Tool Calling | Qwen2.5-Coder (1.5B) | Open In Colab |
| Multiple Datasets | Open In Colab | |
| KTO | Qwen2.5-Instruct (1.5B) | Open In Colab |
| Inference Chat UI | LLaMa 3.2 Vision | Open In Colab |
| Conversational | LLaMa 3.2 (1B and 3B) | Open In Colab |
| ChatML | Mistral (7B) | Open In Colab |
| Text Completion | Mistral (7B) | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) gpt oss (20B) | GRPO | Open In Colab |
| gpt oss (20B) | GRPO | Open In Colab |
| gpt oss (20B) | GRPO | Open In Colab |
| Phi 4 (14B) | GRPO | Open In Colab |
| Llama3.1 (8B) | GRPO | Open In Colab |
| Meta Synthetic Data Llama3.1 (8B) | GRPO | Open In Colab |
| Qwen3 (4B) | GRPO | Open In Colab |
| Meta Synthetic Data Llama3 2 (3B) | GRPO | Open In Colab |
| Gemma3 (1B) | GRPO | Open In Colab |
| Qwen2.5 (3B) | GRPO | Open In Colab |
| Qwen2 5 7B VL | GRPO | Open In Colab |
| DeepSeek R1 0528 Qwen3 (8B) | GRPO | Open In Colab |
| Mistral v0.3 (7B) | GRPO | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) gpt oss (120B) | Open In Colab | |
| gpt oss (20B) | Open In Colab | |
| gpt oss (20B) | Open In Colab | |
| gpt oss (20B) | Open In Colab | |
| GPT OSS BNB (20B) | Inference | Open In Colab |
| gpt oss (20B) | Open In Colab | |
| GPT OSS MXFP4 (20B) | Inference | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Gemma3 (27B) | Conversational | Open In Colab |
| CodeGemma (7B) | Conversational | Open In Colab |
| Gemma3 (4B) | Vision | Open In Colab |
| Gemma3 (4B) | Open In Colab | |
| Gemma3N (4B) | Vision | Open In Colab |
| Gemma3 (270M) | Open In Colab | |
| Gemma3 (4B) | Vision GRPO | Open In Colab |
| Gemma3N (2B) | Inference | Open In Colab |
| Gemma3N (4B) | Multimodal | Open In Colab |
| Gemma3N (4B) | Audio | Open In Colab |
| Gemma2 (9B) | Alpaca | Open In Colab |
| Gemma2 (2B) | Alpaca | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Liquid LFM2 (1.2B) | Conversational | Open In Colab |
| Liquid LFM2 | Conversational | Open In Colab |
| Falcon H1 (0.5B) | Alpaca | Open In Colab |
| Falcon H1 | Alpaca | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Llama3.3 (70B) | Conversational | Open In Colab |
| Llama3.2 (11B) | Vision | Open In Colab |
| Llama3.2 (1B and 3B) | Conversational | Open In Colab |
| Llama3.2 (1B) | RAFT | Open In Colab |
| Llama3.1 (8B) | Alpaca | Open In Colab |
| Llama3.1 (8B) | Inference | Open In Colab |
| Llasa TTS (3B) | TTS | Open In Colab |
| Llama3 (8B) | ORPO | Open In Colab |
| Llama3 (8B) | Alpaca | Open In Colab |
| Llama3 (8B) | Conversational | Open In Colab |
| Llama3 (8B) | Ollama | Open In Colab |
| TinyLlama (1.1B) | Alpaca | Open In Colab |
| Llasa TTS (1B) | TTS | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Mistral Small (22B) | Alpaca | Open In Colab |
| Mistral Nemo (12B) | Alpaca | Open In Colab |
| Pixtral (12B) | Vision | Open In Colab |
| Mistral (7B) | Text Completion | Open In Colab |
| Zephyr (7B) | DPO | Open In Colab |
| Mistral v0.3 (7B) | Alpaca | Open In Colab |
| Mistral v0.3 (7B) | CPT | Open In Colab |
| Mistral v0.3 (7B) | Conversational | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Orpheus (3B) | TTS | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Oute TTS (1B) | TTS | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Phi 4 | Conversational | Open In Colab |
| Phi 3.5 Mini | Conversational | Open In Colab |
| Phi 3 Medium | Conversational | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Qwen3 (32B) | Reasoning Conversational | Open In Colab |
| Qwen3 (4B) | Open In Colab | |
| Qwen3 (4B) | Open In Colab | |
| Qwen3 (4B) | Open In Colab | |
| Qwen3 VL (8B) | Vision GRPO | Open In Colab |
| Qwen3 (14B) | Reasoning Conversational | Open In Colab |
| Qwen3 (14B) | Open In Colab | |
| Qwen3 VL (8B) | Vision | Open In Colab |
| Qwen3 (14B) | Alpaca | Open In Colab |
| Qwen2.5 Coder (1.5B) | Tool Calling | Open In Colab |
| Qwen2.5 (7B) | Alpaca | Open In Colab |
| Qwen2.5 Coder (14B) | Conversational | Open In Colab |
| Qwen2.5 VL (7B) | Vision | Open In Colab |
| Qwen2 VL (7B) | Vision | Open In Colab |
| Qwen2 (7B) | Alpaca | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Spark TTS (0 5B) | TTS | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Whisper | Open In Colab |
| Model | Type | Notebook Link |
|---|---|---|
| Magistral (24B) | Reasoning Conversational | Open In Colab |
| Granite4.0 | Open In Colab | |
| Sesame CSM (1B) | TTS | Open In Colab |
| bert classification | Open In Colab | |
| Unsloth | Studio | Open In Colab |
| CodeForces cot Finetune for Reasoning on CodeForces | Reasoning | Open In Colab |
| Synthetic Data Hackathon | Synthetic Data | Open In Colab |
Click for all our Kaggle notebooks categorized by model:
| Model | Type | Notebook Link |
|---|---|---|
| (A100) gpt oss (20B) | GRPO | Open in Kaggle |
| gpt oss (20B) | GRPO | Open in Kaggle |
| gpt oss (20B) | GRPO | Open in Kaggle |
| Phi 4 (14B) | GRPO | Open in Kaggle |
| Meta Synthetic Data Llama3.1 (8B) | GRPO | Open in Kaggle |
| Llama3.1 (8B) | GRPO | Open in Kaggle |
| Gemma3 (1B) | GRPO | Open in Kaggle |
| Meta Synthetic Data Llama3 2 (3B) | GRPO | Open in Kaggle |
| Qwen3 (4B) | GRPO | Open in Kaggle |
| Qwen2.5 (3B) | GRPO | Open in Kaggle |
| Qwen2 5 7B VL | GRPO | Open in Kaggle |
| DeepSeek R1 0528 Qwen3 (8B) | GRPO | Open in Kaggle |
| Mistral v0.3 (7B) | GRPO | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) gpt oss (120B) | Open in Kaggle | |
| GPT OSS BNB (20B) | Inference | Open in Kaggle |
| gpt oss (20B) | Open in Kaggle | |
| GPT OSS MXFP4 (20B) | Inference | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Gemma3 (27B) | Conversational | Open in Kaggle |
| CodeGemma (7B) | Conversational | Open in Kaggle |
| Gemma3 (4B) | Open in Kaggle | |
| Gemma3 (4B) | Vision GRPO | Open in Kaggle |
| Gemma3N (4B) | Audio | Open in Kaggle |
| Gemma3N (2B) | Inference | Open in Kaggle |
| Gemma3N (4B) | Vision | Open in Kaggle |
| Gemma3 (4B) | Vision | Open in Kaggle |
| Gemma3N (4B) | Multimodal | Open in Kaggle |
| Gemma3 (270M) | Open in Kaggle | |
| Gemma2 (2B) | Alpaca | Open in Kaggle |
| Gemma2 (9B) | Alpaca | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Liquid LFM2 (1.2B) | Conversational | Open in Kaggle |
| Falcon H1 (0.5B) | Alpaca | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Llama3.3 (70B) | Conversational | Open in Kaggle |
| Llama3.2 (1B and 3B) | Conversational | Open in Kaggle |
| Llama3.2 (11B) | Vision | Open in Kaggle |
| Llama3.2 (1B) | RAFT | Open in Kaggle |
| Llama3.1 (8B) | Inference | Open in Kaggle |
| Llama3.1 (8B) | Alpaca | Open in Kaggle |
| Llasa TTS (3B) | TTS | Open in Kaggle |
| Llama3 (8B) | Ollama | Open in Kaggle |
| Llama3 (8B) | Conversational | Open in Kaggle |
| Llama3 (8B) | ORPO | Open in Kaggle |
| Llama3 (8B) | Alpaca | Open in Kaggle |
| TinyLlama (1.1B) | Alpaca | Open in Kaggle |
| Llasa TTS (1B) | TTS | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Mistral Small (22B) | Alpaca | Open in Kaggle |
| Mistral Nemo (12B) | Alpaca | Open in Kaggle |
| Pixtral (12B) | Vision | Open in Kaggle |
| Mistral (7B) | Text Completion | Open in Kaggle |
| Zephyr (7B) | DPO | Open in Kaggle |
| Mistral v0.3 (7B) | CPT | Open in Kaggle |
| Mistral v0.3 (7B) | Alpaca | Open in Kaggle |
| Mistral v0.3 (7B) | Conversational | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Orpheus (3B) | TTS | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Oute TTS (1B) | TTS | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Phi 4 | Conversational | Open in Kaggle |
| Phi 3.5 Mini | Conversational | Open in Kaggle |
| Phi 3 Medium | Conversational | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| (A100) Qwen3 (32B) | Reasoning Conversational | Open in Kaggle |
| Qwen3 (14B) | Alpaca | Open in Kaggle |
| Qwen3 (4B) | Open in Kaggle | |
| Qwen3 (4B) | Open in Kaggle | |
| Qwen3 (4B) | Open in Kaggle | |
| Qwen3 VL (8B) | Vision GRPO | Open in Kaggle |
| Qwen3 (14B) | Open in Kaggle | |
| Qwen3 VL (8B) | Vision | Open in Kaggle |
| Qwen3 (14B) | Reasoning Conversational | Open in Kaggle |
| Qwen2.5 Coder (14B) | Conversational | Open in Kaggle |
| Qwen2.5 (7B) | Alpaca | Open in Kaggle |
| Qwen2.5 Coder (1.5B) | Tool Calling | Open in Kaggle |
| Qwen2.5 VL (7B) | Vision | Open in Kaggle |
| Qwen2 VL (7B) | Vision | Open in Kaggle |
| Qwen2 (7B) | Alpaca | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Spark TTS (0 5B) | TTS | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Whisper | Open in Kaggle |
| Model | Type | Notebook Link |
|---|---|---|
| Magistral (24B) | Reasoning Conversational | Open in Kaggle |
| Granite4.0 | Open in Kaggle | |
| Sesame CSM (1B) | TTS | Open in Kaggle |
| CodeForces cot Finetune for Reasoning on CodeForces | Reasoning | Open in Kaggle |
| Unsloth | Studio | Open in Kaggle |
| bert classification | Open in Kaggle |
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.ipynbin 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
- LLM Notebooks:
- Make a copy of
- Place in
original_template: Once your notebook is ready, move it to theoriginal_templatedirectory. - Update Notebooks: Run the following command in your terminal:
This script will automatically:
python update_all_notebooks.py
- Copy your notebook from
original_templateto thenotebooksdirectory. - Update the notebook's internal sections (like Installation, News) to ensure consistency.
- Add your notebook to the appropriate list in this
README.mdfile.
- Copy your notebook from
- 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!