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<link rel="modulepreload" href="/docs/sagemaker/pr_2188/en/_app/immutable/chunks/MermaidChart.svelte_svelte_type_style_lang.3c60bfa3.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Resources&quot;,&quot;local&quot;:&quot;resources&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Tutorials&quot;,&quot;local&quot;:&quot;tutorials&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Examples&quot;,&quot;local&quot;:&quot;examples&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Hugging Face Blogs&quot;,&quot;local&quot;:&quot;hugging-face-blogs&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;AWS Blogs&quot;,&quot;local&quot;:&quot;aws-blogs&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Videos&quot;,&quot;local&quot;:&quot;videos&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;External Documentation&quot;,&quot;local&quot;:&quot;external-documentation&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2},{&quot;title&quot;:&quot;Workshops&quot;,&quot;local&quot;:&quot;workshops&quot;,&quot;sections&quot;:[],&quot;depth&quot;:2}],&quot;depth&quot;: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 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg></span> <span>Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg></button></div> </div> <h1 class="relative group"><a id="resources" 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="#resources"><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>Resources</span></h1> <p data-svelte-h="svelte-fhh5wi">Take a look at our published blog posts, videos, tutorials and examples along with external relevant documentation for additional help and more context about Hugging Face on AWS.</p> <p data-svelte-h="svelte-1s3haoc">Feel free to reach out on our <a href="https://discuss.huggingface.co/c/sagemaker/17" rel="nofollow">community forum</a> if you have any questions.</p> <h2 class="relative group"><a id="tutorials" 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="#tutorials"><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>Tutorials</span></h2> <ul data-svelte-h="svelte-au5w0l"><li><a href="https://huggingface.co/docs/sagemaker/main/en/tutorials/introduction" rel="nofollow">All tutorials</a></li></ul> <h2 class="relative group"><a id="examples" 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="#examples"><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>Examples</span></h2> <ul data-svelte-h="svelte-vnl5lr"><li><a href="https://huggingface.co/docs/sagemaker/main/en/examples/introduction" rel="nofollow">All examples</a></li></ul> <h2 class="relative group"><a id="hugging-face-blogs" 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="#hugging-face-blogs"><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>Hugging Face Blogs</span></h2> <ul data-svelte-h="svelte-1tgf3c"><li><a href="https://huggingface.co/blog/deploy-hugging-face-models-easily-with-amazon-sagemaker" rel="nofollow">Deploy Hugging Face models easily with Amazon SageMaker</a></li> <li><a href="https://huggingface.co/blog/aws-partnership" rel="nofollow">Hugging Face and AWS partner to make AI more accessible</a></li> <li><a href="https://huggingface.co/blog/sagemaker-huggingface-llm" rel="nofollow">Introducing the Hugging Face LLM Inference Container for Amazon SageMaker</a></li> <li><a href="https://huggingface.co/blog/text-generation-inference-on-inferentia2" rel="nofollow">Hugging Face Text Generation Inference available for AWS Inferentia2</a></li> <li><a href="https://huggingface.co/blog/enterprise-hub-aws-marketplace" rel="nofollow">Subscribe to Enterprise Hub with your AWS Account</a></li> <li><a href="https://huggingface.co/blog/inferentia-inference-endpoints" rel="nofollow">Deploy models on AWS Inferentia2 from Hugging Face</a></li> <li><a href="https://huggingface.co/blog/sagemaker-huggingface-embedding" rel="nofollow">Introducing the Hugging Face Embedding Container for Amazon SageMaker</a></li> <li><a href="https://huggingface.co/blog/bedrock-marketplace" rel="nofollow">Use Hugging Face models with Amazon Bedrock</a></li></ul> <h2 class="relative group"><a id="aws-blogs" 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="#aws-blogs"><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>AWS Blogs</span></h2> <ul data-svelte-h="svelte-12872ba"><li><a href="https://aws.amazon.com/de/blogs/opensource/embracing-natural-language-processing-with-hugging-face/" rel="nofollow">AWS: Embracing natural language processing with Hugging Face</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/aws-and-hugging-face-collaborate-to-simplify-and-accelerate-adoption-of-natural-language-processing-models/" rel="nofollow">AWS and Hugging Face collaborate to simplify and accelerate adoption of natural language processing models</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/aws-and-hugging-face-collaborate-to-make-generative-ai-more-accessible-and-cost-efficient/" rel="nofollow">AWS and Hugging Face collaborate to make generative AI more accessible and cost efficient</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/use-amazon-bedrock-tooling-with-amazon-sagemaker-jumpstart-models/" rel="nofollow">Use Amazon Bedrock tooling with Amazon SageMaker JumpStart models</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/deploy-rag-applications-on-amazon-sagemaker-jumpstart-using-faiss/" rel="nofollow">Deploy RAG applications on Amazon SageMaker JumpStart using FAISS</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/fine-tune-and-host-sdxl-models-cost-effectively-with-aws-inferentia2/" rel="nofollow">Fine-tune and host SDXL models cost-effectively with AWS Inferentia2</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/achieve-2x-speed-up-in-llm-inference-with-medusa-1-on-amazon-sagemaker-ai/" rel="nofollow">Achieve ~2x speed-up in LLM inference with Medusa-1 on Amazon SageMaker AI</a></li> <li><a href="https://aws.amazon.com/blogs/machine-learning/optimize-hosting-deepseek-r1-distilled-models-with-hugging-face-tgi-on-amazon-sagemaker-ai/" rel="nofollow">Optimize hosting DeepSeek-R1 distilled models with Hugging Face TGI on Amazon SageMaker AI</a></li></ul> <h2 class="relative group"><a id="videos" 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="#videos"><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>Videos</span></h2> <ul data-svelte-h="svelte-mtcboc"><li><a href="https://youtu.be/ok3hetb42gU" rel="nofollow">Walkthrough: End-to-End Text Classification</a></li> <li><a href="https://youtu.be/leyrCgLAGjMn" rel="nofollow">Working with Hugging Face models on Amazon SageMaker</a></li> <li><a href="https://youtu.be/pfBGgSGnYLs" rel="nofollow">Deploy a Hugging Face Transformers Model from S3 to Amazon SageMaker</a></li> <li><a href="https://youtu.be/l9QZuazbzWM" rel="nofollow">Deploy a Hugging Face Transformers Model from the Model Hub to Amazon SageMaker</a></li> <li><a href="https://www.youtube.com/watch?v=BqQ14SZ5tos" rel="nofollow">Training with Hugging Face on Amazon SageMaker</a></li> <li><a href="https://www.youtube.com/watch?v=oVIvXfeunv8" rel="nofollow">Hosting with Hugging Face on Amazon SageMaker</a></li> <li><a href="https://www.youtu.be/watch?v=80ix-IyNnQI" rel="nofollow">Introduction to Hugging Face on Amazon SageMaker</a></li></ul> <h2 class="relative group"><a id="external-documentation" 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="#external-documentation"><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>External Documentation</span></h2> <ul data-svelte-h="svelte-3jm2w4"><li><a href="https://aws.amazon.com/ai/hugging-face/" rel="nofollow">Hugging Face on AWS</a></li> <li><a href="https://docs.aws.amazon.com/sagemaker/latest/dg/hugging-face.html" rel="nofollow">Amazon SageMaker documentation for Hugging Face</a></li> <li><a href="https://sagemaker.readthedocs.io/en/stable/frameworks/huggingface/index.html" rel="nofollow">Python SDK SageMaker documentation for Hugging Face</a></li> <li><a href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#huggingface-training-containers" rel="nofollow">Deep Learning Container</a></li> <li><a href="https://github.com/awslabs/llm-hosting-container" rel="nofollow">LLM Hosting Container</a></li></ul> <h2 class="relative group"><a id="workshops" 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="#workshops"><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>Workshops</span></h2> <ul data-svelte-h="svelte-1dlftqs"><li><a href="https://github.com/philschmid/huggingface-sagemaker-workshop-series/tree/main" rel="nofollow">Enterprise-Scale NLP with Hugging Face &amp; Amazon SageMaker</a></li></ul> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/hub-docs/blob/main/docs/sagemaker/source/reference/resources.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg> <span data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a> <p></p>
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