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
Qwen3 (14B)	Conversational
Qwen3-Base (4B)	GRPO
Gemma 3 (4B)	Conversational
Llama 3.2 (3B)	Conversational
Phi-4 (14B)	Conversational
Llama 3.2 Vision (11B)	Vision
Llama 3.1 (8B)	Alpaca
Mistral v0.3 (7B)	Conversational
DeepSeek-R1-0528-Qwen3 (8B)	GRPO
Llama 3.2 (3B) by Meta	Synthetic Data
Sesame-CSM (1B)	TTS

Model	Type	Notebook Link
Sesame-CSM	TTS
Orpheus-TTS	TTS
Spark-TTS	TTS
Oute-TTS	TTS
Oute-TTS	TTS
Llasa TTS (1B)	TTS
Llasa TTS (3B)	TTS
Whisper-Large-V3	STT

Model	Type	Notebook Link
Llama 3.2 (11B)	Vision
Qwen2.5 VL (7B)	Vision
Pixtral (12B)	Vision

Model	Notebook Link
ModernBERT-large

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
(A100) gpt oss(20B)	GRPO
gpt oss(20B)	GRPO
gpt oss(20B)	GRPO
Phi 4(14B)	GRPO
Llama3.1(8B)	GRPO
Meta Synthetic Data Llama3.1(8B)	GRPO
Gemma3(1B)	GRPO
Qwen3(4B)	GRPO
Meta Synthetic Data Llama3 2(3B)	GRPO
Qwen2.5(3B)	GRPO
DeepSeek R1 0528 Qwen3(8B)	GRPO
Mistral v0.3(7B)	GRPO

Model	Type	Notebook Link
ModernBERT(Large)	Classification

Model	Type	Notebook Link
Deepseek OCR(3B)	Fine Tuning
Deepseek OCR(3B)	Eval
Deepseek OCR(3B)	Evaluation

Model	Type	Notebook Link
(A100) gpt oss(120B)	Fine Tuning
(OpenEnv) gpt oss(20B)	GRPO 2048
gpt oss(20B)	Fine Tuning
gpt oss BNB(20B)	Inference
gpt oss(20B)	GRPO 2048
(DGX Spark) gpt oss(20B)	GRPO 2048
gpt oss(20B)	Fine Tuning
(OpenEnv) gpt oss BF16(20B)	GRPO 2048
gpt oss BF16(20B)	GRPO 2048
gpt oss MXFP4(20B)	Inference

Model	Type	Notebook Link
(A100) Gemma3(27B)	Conversational
CodeGemma(7B)	Conversational
Gemma3(4B)	Conversational
Gemma3N(2B)	Inference
Gemma3N(4B)	Multimodal
Gemma3(4B)	Vision
Gemma3(270M)	Conversational
Gemma3N(4B)	Audio
Gemma3(4B)	Vision GRPO
Gemma3N(4B)	Vision
Gemma2(2B)	Alpaca
Gemma2(9B)	Alpaca

Model	Type	Notebook Link
Granite4.0(3B)	Conversational
Granite4.0(350M)	Conversational

Model	Type	Notebook Link
Liquid LFM2(1.2B)	Conversational
Liquid LFM2	Conversational
Falcon H1	Alpaca
Falcon H1(0.5B)	Alpaca

Model	Type	Notebook Link
(A100) Llama3.3(70B)	Conversational
Llama3.2(1B)	FP8 GRPO
Llama3.2(1B and 3B)	Conversational
Llama3.2(11B)	Vision
Llama3.2(1B)	RAFT
Llama3.1(8B)	Inference
Llama3.1(8B)	Alpaca
Llama3(8B)	Ollama
Llama3(8B)	Alpaca
Llama3(8B)	ORPO
Llama3(8B)	Conversational
TinyLlama(1.1B)	Alpaca

Model	Type	Notebook Link
Magistral(24B)	Reasoning Conversational
Mistral Small(22B)	Alpaca
Pixtral(12B)	Vision
Mistral Nemo(12B)	Alpaca
Zephyr(7B)	DPO
Mistral(7B)	Text Completion
Ministral3 VL(3B)	Vision
Ministral3(3B)	GRPO Sudoku
Mistral v0.3(7B)	Conversational
Mistral v0.3(7B)	CPT
Mistral v0.3(7B)	Alpaca

Model	Type	Notebook Link
Phi 4	Conversational
Phi 3.5 Mini	Conversational
Phi 3 Medium	Conversational

Model	Type	Notebook Link
(A100) Qwen3(32B)	Reasoning Conversational
Qwen3(4B)	Conversational
Qwen3 VL(8B)	Vision GRPO
Qwen3(14B)
Qwen3(8B)	FP8 GRPO
Qwen3(14B)	Reasoning Conversational
Qwen3(4B)	Thinking
Qwen3 VL(8B)	Vision
Qwen3(4B)	QAT
Qwen3(14B)	Alpaca
Qwen2.5 Coder(1.5B)	Tool Calling
Qwen2.5 VL(7B)	Vision
Qwen2.5 Coder(14B)	Conversational
Qwen2.5 VL(7B)	Vision GRPO
Qwen2.5(7B)	Alpaca
Qwen2 VL(7B)	Vision
Qwen2(7B)	Alpaca

Model	Type	Notebook Link
Orpheus(3B)	TTS
Llasa TTS(3B)	TTS
Sesame CSM(1B)	TTS
Llasa TTS(1B)	TTS
Oute TTS(1B)	TTS
Spark TTS(0.5B)	TTS

Model	Type	Notebook Link
Whisper(Large)	Fine Tuning

Model	Type	Notebook Link
ERNIE 4 5 VL 28B A3B PT	Vision
ERNIE 4 5 21B A3B PT	Conversational
Unsloth	Studio
CodeForces cot Finetune for Reasoning on CodeForces	Reasoning
Synthetic Data Hackathon	Synthetic Data

Click for all our Kaggle notebooks categorized by model:

GRPO Notebooks

Model	Type	Notebook Link
(A100) gpt oss(20B)	GRPO
gpt oss(20B)	GRPO
gpt oss(20B)	GRPO
Phi 4(14B)	GRPO
Llama3.1(8B)	GRPO
Meta Synthetic Data Llama3.1(8B)	GRPO
Gemma3(1B)	GRPO
Meta Synthetic Data Llama3 2(3B)	GRPO
Qwen3(4B)	GRPO
Qwen2.5(3B)	GRPO
DeepSeek R1 0528 Qwen3(8B)	GRPO
Mistral v0.3(7B)	GRPO

BERT Notebooks

Model	Type	Notebook Link
ModernBERT(Large)	Classification

Deepseek Notebooks

Model	Type	Notebook Link
Deepseek OCR(3B)	Evaluation
Deepseek OCR(3B)	Eval
Deepseek OCR(3B)	Fine Tuning

GPT-OSS Notebooks

Model	Type	Notebook Link
(A100) gpt oss(120B)	Fine Tuning
gpt oss(20B)	Fine Tuning
gpt oss(20B)	Fine Tuning
gpt oss BNB(20B)	Inference
gpt oss MXFP4(20B)	Inference

Gemma Notebooks

Model	Type	Notebook Link
(A100) Gemma3(27B)	Conversational
CodeGemma(7B)	Conversational
Gemma3N(2B)	Inference
Gemma3N(4B)	Vision
Gemma3(4B)	Vision
Gemma3(270M)	Conversational
Gemma3(4B)	Conversational
Gemma3N(4B)	Multimodal
Gemma3(4B)	Vision GRPO
Gemma3N(4B)	Audio
Gemma2(9B)	Alpaca
Gemma2(2B)	Alpaca

Granite Notebooks

Model	Type	Notebook Link
Granite4.0(3B)	Conversational
Granite4.0(350M)	Conversational

Linear Attention Notebooks

Model	Type	Notebook Link
Liquid LFM2(1.2B)	Conversational
Falcon H1(0.5B)	Alpaca

Llama Notebooks

Model	Type	Notebook Link
(A100) Llama3.3(70B)	Conversational
Llama3.2(11B)	Vision
Llama3.2(1B and 3B)	Conversational
Llama3.2(1B)	RAFT
Llama3.2(1B)	FP8 GRPO
Llama3.1(8B)	Alpaca
Llama3.1(8B)	Inference
Llama3(8B)	Alpaca
Llama3(8B)	Ollama
Llama3(8B)	Conversational
Llama3(8B)	ORPO
TinyLlama(1.1B)	Alpaca

Mistral Notebooks

Model	Type	Notebook Link
Magistral(24B)	Reasoning Conversational
Mistral Small(22B)	Alpaca
Pixtral(12B)	Vision
Mistral Nemo(12B)	Alpaca
Mistral(7B)	Text Completion
Zephyr(7B)	DPO
Ministral3(3B)	GRPO Sudoku
Ministral3 VL(3B)	Vision
Mistral v0.3(7B)	Conversational
Mistral v0.3(7B)	Alpaca
Mistral v0.3(7B)	CPT

Phi Notebooks

Model	Type	Notebook Link
Phi 4	Conversational
Phi 3.5 Mini	Conversational
Phi 3 Medium	Conversational

Qwen Notebooks

Model	Type	Notebook Link
(A100) Qwen3(32B)	Reasoning Conversational
Qwen3(4B)	Thinking
Qwen3 VL(8B)	Vision GRPO
Qwen3 VL(8B)	Vision
Qwen3(14B)	Reasoning Conversational
Qwen3(14B)
Qwen3(14B)	Alpaca
Qwen3(4B)	Conversational
Qwen3(4B)	QAT
Qwen3(8B)	FP8 GRPO
Qwen2.5(7B)	Alpaca
Qwen2.5 Coder(14B)	Conversational
Qwen2.5 Coder(1.5B)	Tool Calling
Qwen2.5 VL(7B)	Vision
Qwen2.5 VL(7B)	Vision GRPO
Qwen2 VL(7B)	Vision
Qwen2(7B)	Alpaca

TTS Notebooks

Model	Type	Notebook Link
Llasa TTS(3B)	TTS
Orpheus(3B)	TTS
Oute TTS(1B)	TTS
Llasa TTS(1B)	TTS
Sesame CSM(1B)	TTS
Spark TTS(0.5B)	TTS

Whisper Notebooks

Model	Type	Notebook Link
Whisper(Large)	Fine Tuning

Other Notebooks

Model	Type	Notebook Link
ERNIE 4 5 VL 28B A3B PT	Vision
ERNIE 4 5 21B A3B PT	Conversational
CodeForces cot Finetune for Reasoning on CodeForces	Reasoning
Unsloth	Studio

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:

   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!