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	<link rel="modulepreload" href="/docs/optimum.neuron/pr_1097/en/_app/immutable/chunks/MermaidChart.svelte_svelte_type_style_lang.a16844e0.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"Notebooks","local":"notebooks","sections":[{"title":"EC2","local":"ec2","sections":[],"depth":2},{"title":"Inference Providers","local":"inference-providers","sections":[],"depth":2},{"title":"Sagemaker","local":"sagemaker","sections":[],"depth":2}],"depth":1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"><div class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 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0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Notebooks</span></h1> <h2 class="relative group"><a id="ec2" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#ec2"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>EC2</span></h2> <table data-svelte-h="svelte-1q6zh99"><thead><tr><th>Notebook</th> <th>Task</th> <th>Model Architectures</th></tr></thead> <tbody><tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/feature-extraction/qwen_embedding.ipynb" rel="nofollow">Qwen embedding notebook</a></td> <td>feature-extraction</td> <td>Qwen3</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/sentence-transformers/sentence-transformers.ipynb" rel="nofollow">Sentence Transformers notebook</a></td> <td>sentence-transformers</td> <td>Sentence Transformers</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/stable-diffusion/stable-diffusion-txt2img.ipynb" rel="nofollow">How to generate images with Stable Diffusion</a></td> <td>stable-diffusion</td> <td>Stable Diffusion</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/stable-diffusion/stable-diffusion-xl-txt2img.ipynb" rel="nofollow">How to generate images with Stable Diffusion XL</a></td> <td>stable-diffusion-xl</td> <td>Stable Diffusion XL</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-classification/fine_tune_bert.ipynb" rel="nofollow">Fine-tune BERT for text classification</a></td> <td>text-classification</td> <td>BERT</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/CodeLlama-7B-Compilation.ipynb" rel="nofollow">How to compile (if needed) and generate text with CodeLlama 7B</a></td> <td>text-generation</td> <td>CodeLlama</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/llama2-13b-chatbot.ipynb" rel="nofollow">Create your own chatbot with llama-2-13B on AWS Inferentia</a></td> <td>text-generation</td> <td>Llama 2</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ec2/text-generation/llama2-7b-fine-tuning.ipynb" rel="nofollow">Fine-tune llama-2-7B on AWS Trainium</a></td> <td>fine-tuning</td> <td>Llama 2</td></tr></tbody></table> <h2 class="relative group"><a id="inference-providers" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#inference-providers"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Inference Providers</span></h2> <table data-svelte-h="svelte-y9ednf"><thead><tr><th>Notebook</th> <th>Task</th> <th>Model Architectures</th></tr></thead> <tbody><tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/ie/compare-book-translations.ipynb" rel="nofollow">Compare book translations</a></td> <td>feature-extraction</td> <td>Embedding model</td></tr></tbody></table> <h2 class="relative group"><a id="sagemaker" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#sagemaker"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Sagemaker</span></h2> <table data-svelte-h="svelte-4gvfp1"><thead><tr><th>Notebook</th> <th>Task</th> <th>Model Architectures</th></tr></thead> <tbody><tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/sagemaker/deploy-llama-3-3-70b.ipynb" rel="nofollow">Deploy Llama 3.3 70B on SageMaker</a></td> <td>sagemaker</td> <td>Llama 3.3</td></tr> <tr><td><a href="https://github.com/huggingface/optimum-neuron/blob/main/notebooks/sagemaker/deploy-mixtral-8x7b.ipynb" rel="nofollow">Deploy Mixtral 8x7B on SageMaker</a></td> <td>sagemaker</td> <td>Mixtral</td></tr></tbody></table> <p></p>

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