optimum-neuron/pr_1097/en/notebooks.md

# Notebooks

## EC2

| Notebook | Task | Model Architectures |
| --- | --- | --- |
| [Qwen embedding notebook](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/feature-extraction/qwen_embedding.ipynb) | feature-extraction | Qwen3 |
| [Sentence Transformers notebook](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/sentence-transformers/sentence-transformers.ipynb) | sentence-transformers | Sentence Transformers |
| [How to generate images with Stable Diffusion](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/stable-diffusion/stable-diffusion-txt2img.ipynb) | stable-diffusion | Stable Diffusion |
| [How to generate images with Stable Diffusion XL](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/stable-diffusion/stable-diffusion-xl-txt2img.ipynb) | stable-diffusion-xl | Stable Diffusion XL |
| [Fine-tune BERT for text classification](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-classification/fine_tune_bert.ipynb) | text-classification | BERT |
| [How to compile (if needed) and generate text with CodeLlama 7B](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/CodeLlama-7B-Compilation.ipynb) | text-generation | CodeLlama |
| [Create your own chatbot with llama-2-13B on AWS Inferentia](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/llama2-13b-chatbot.ipynb) | text-generation | Llama 2 |
| [Fine-tune llama-2-7B on AWS Trainium](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/llama2-7b-fine-tuning.ipynb) | fine-tuning | Llama 2 |

## Inference Providers

| Notebook | Task | Model Architectures |
| --- | --- | --- |
| [Compare book translations](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ie/compare-book-translations.ipynb) | feature-extraction | Embedding model |

## Sagemaker

| Notebook | Task | Model Architectures |
| --- | --- | --- |
| [Deploy Llama 3.3 70B on SageMaker](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/sagemaker/deploy-llama-3-3-70b.ipynb) | sagemaker | Llama 3.3 |
| [Deploy Mixtral 8x7B on SageMaker](https://github.com/huggingface/optimum-neuron/blob/main/notebooks/sagemaker/deploy-mixtral-8x7b.ipynb) | sagemaker | Mixtral |