notebooks Documentation

📒 Fine-tuning Notebooks Copy Chapter

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 Copy Section

Gemma 4 Notebooks Copy Section

GRPO & Reinforcement Learning Notebooks Copy Section

Tool Calling Notebooks Copy Section

Text-to-Speech (TTS) Notebooks Copy Section

Vision (Multimodal) Notebooks Copy Section

Embedding Notebooks Copy Section

Speech-to-Text (STT) Notebooks Copy Section

OCR Notebooks Copy Section

BERT Notebooks Copy Section

Deepseek Notebooks Copy Section

ERNIE Notebooks Copy Section

GLM Notebooks Copy Section

GPT-OSS Notebooks Copy Section

Gemma Notebooks Copy Section

Granite Notebooks Copy Section

Hybrid Attention Notebooks Copy Section

Llama Notebooks Copy Section

Mistral Notebooks Copy Section

Nemotron Notebooks Copy Section

Paddle Notebooks Copy Section

Phi Notebooks Copy Section

Qwen Notebooks Copy Section

Text Completion / Continued Pretraining Notebooks Copy Section

Specific use-case Notebooks Copy Section

Other Notebooks Copy Section

📒 Kaggle Notebooks

Click for all our Kaggle notebooks categorized by model:

GRPO & Reinforcement Learning Notebooks Copy Section

Tool Calling Notebooks Copy Section

Text-to-Speech (TTS) Notebooks Copy Section

Vision (Multimodal) Notebooks Copy Section

Embedding Notebooks Copy Section

Speech-to-Text (STT) Notebooks Copy Section

OCR Notebooks Copy Section

BERT Notebooks Copy Section

Deepseek Notebooks Copy Section

ERNIE Notebooks Copy Section

GPT-OSS Notebooks Copy Section

Gemma Notebooks Copy Section

Granite Notebooks Copy Section

Hybrid Attention Notebooks Copy Section

Llama Notebooks Copy Section

Mistral Notebooks Copy Section

Nemotron Notebooks Copy Section

Paddle Notebooks Copy Section

Phi Notebooks Copy Section

Qwen Notebooks Copy Section

Text Completion / Continued Pretraining Notebooks Copy Section

Other Notebooks Copy Section

🐧 AMD Notebooks

These notebooks target AMD ROCm GPUs and are not available in Colab. View / download them directly from GitHub:

Click for all our AMD ROCm notebooks:

🍃 Molab Notebooks

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.

Click for all our molab notebooks:

✨ 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: <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

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 Copy

   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!