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title: README
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pinned: false
---

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<img src="images/logo.png" alt="AWS Banner"/>

_**Innovating with machine learning on AWS**_

On AWS, you can access performant infrastructure, deployment resources, data governance solutions, and deep learning containers (DLCs) with optimized open source frameworks, so that you can focus on your machine learning tasks.

## Build and Scale AI/ML on AWS

AWS offers a comprehensive suite of AI/ML tools and services that cater to every stage of the machine learning lifecycle. From model development and training to deployment and inference, AWS provides cutting-edge solutions such Amazon SageMaker as a fully-managed service for end-to-end development and deployment of models, Amazon Bedrock for building generative AI applications, custom AI accelerator chips such as AWS Trainium for training and AWS Inferentia for inference, and pre-configured environments to streamline your ML workflows. Additionally, you can explore the Registry of Open Data to discover, access, and utilize diverse datasets for your AI/ML projects. Whether you're working on large language models, generative AI, computer vision, time-series forecasting, or natural language processing, scaling your projects on AWS is easy.

Learn more about these services and others:

* [Amazon SageMaker](https://aws.amazon.com/sagemaker/?trk=fabc3ba2-834f-4b7e-b87c-ca98cdd4600c&sc_channel=el)
* [Amazon Bedrock](https://aws.amazon.com/bedrock/?trk=931962ef-ffa0-4c91-b885-9757dab0933e&sc_channel=el)
* [AWS AI Chips](https://aws.amazon.com/ai/machine-learning/trainium/?trk=a2d98f03-e332-4006-9724-2bafb15d6927&sc_channel=el)
* [AWS GPUs for Machine Learning](https://aws.amazon.com/ec2/instance-types/g4/?trk=5767130d-03c1-443e-908e-5202162d30d3&sc_channel=el)
* [AWS Deep Learning AMIs](https://aws.amazon.com/machine-learning/amis/?trk=ebe063f7-8545-4596-86a5-f8e3e4566684&sc_channel=el)
* [AWS Deep Learning Containers (DLCs)](https://aws.amazon.com/machine-learning/containers/?trk=c3dc34cd-802d-4e58-a828-ab2419db0259&sc_channel=el)
* [Artificial Intelligence on AWS](https://aws.amazon.com/ai/?trk=1ade1a54-b24c-47b0-9d74-68e75847e0f5&sc_channel=el)
* [Registry of Open Data](https://registry.opendata.aws/?trk=67465ffe-55fa-4f78-bd9d-5a79ef0717a5&sc_channel=el)

## AWS & Hugging Face Collaboration

AWS and Hugging Face are working together to simplify and accelerate the adoption of advanced machine learning models. This [collaboration](https://aws.amazon.com/blogs/machine-learning/aws-and-hugging-face-collaborate-to-make-generative-ai-more-accessible-and-cost-efficient/?trk=7902b1b7-22c0-4841-8f9d-50fa299e5e8a&sc_channel=el) offers streamlined training using Hugging Face Deep Learning Containers with SageMaker distributed training libraries, simplifying workflows with the SageMaker Python SDK for efficient model training. Deployment is made effortless through the Hugging Face Inference toolkit and DLCs, allowing users to deploy trained models on the Hugging Face Hub. Amazon SageMaker facilitates the creation of scalable endpoints with built-in monitoring and enterprise-level security. This joint effort empowers teams to move quickly from experimentation to production, leveraging cutting-edge models and scalable infrastructure to drive innovation in machine learning projects.

* Learn about [Hugging Face on AWS](https://aws.amazon.com/ai/hugging-face/?trk=3983b951-6548-4c2c-bd3c-c0429efec685&sc_channel=el)
* Learn about [Hugging Face in Amazon SageMaker](https://huggingface.co/docs/sagemaker/index)
* Reference documentation for [using Hugging Face with Amazon SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/hugging-face.html?trk=c7f1fa13-419b-4f6b-ae36-3a3f67e5bdff&sc_channel=el)
* [Community Forum](https://discuss.huggingface.co/c/sagemaker/17) on Hugging Face

## Connect, Learn, and Grow with AWS

Stay connected with the latest AWS AI/ML and open source developments:

<div class="grid lg:grid-cols-2 gap-x-4 gap-y-7 p2">
  <div class="col-span-1 p2">
    <p>AWS Open Source</p>
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      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/aws?trk=3891b6e0-ae7b-4c2a-90a7-d92098503b91&sc_channel=el">AWS on GitHub</a></li>
      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg><a href="https://www.linkedin.com/company/awsopen?trk=7fea374c-7e13-450b-aa3c-ea12cd62d01b&sc_channel=el">AWS on LinkedIn</a></li>
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    </ul>
  </div>
  <div class="col-span-1 p2">
    <p>Amazon Science</p>
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      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/amazon-science?trk=fc148024-8df6-472f-be0b-7205ca4f7c19&sc_channel=el">Amazon Science on GitHub</a></li>
      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg><a href="https://www.linkedin.com/showcase/amazonscience?trk=30e40a42-078a-414f-a11e-57f49cd26640&sc_channel=el">Amazon Science on LinkedIn</a></li>
      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M64 32C28.7 32 0 60.7 0 96L0 416c0 35.3 28.7 64 64 64l384 0c35.3 0 64-28.7 64-64l0-320c0-35.3-28.7-64-64-64L64 32zm88 64l0 64-88 0 0-64 88 0zm56 0l88 0 0 64-88 0 0-64zm240 0l0 64-88 0 0-64 88 0zM64 224l88 0 0 64-88 0 0-64zm232 0l0 64-88 0 0-64 88 0zm64 0l88 0 0 64-88 0 0-64zM152 352l0 64-88 0 0-64 88 0zm56 0l88 0 0 64-88 0 0-64zm240 0l0 64-88 0 0-64 88 0z"/></svg><a href="https://www.amazon.science/code-and-datasets?trk=7c626d53-99ef-45c5-a7a1-ab10a9203963&sc_channel=el">Code and Datasets from Amazon Researchers</a></li>
    </ul>
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  <div class="col-span-1 p2">
    <p>AWS Community</p>
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      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M192 32c0 17.7 14.3 32 32 32c123.7 0 224 100.3 224 224c0 17.7 14.3 32 32 32s32-14.3 32-32C512 128.9 383.1 0 224 0c-17.7 0-32 14.3-32 32zm0 96c0 17.7 14.3 32 32 32c70.7 0 128 57.3 128 128c0 17.7 14.3 32 32 32s32-14.3 32-32c0-106-86-192-192-192c-17.7 0-32 14.3-32 32zM96 144c0-26.5-21.5-48-48-48S0 117.5 0 144L0 368c0 79.5 64.5 144 144 144s144-64.5 144-144s-64.5-144-144-144l-16 0 0 96 16 0c26.5 0 48 21.5 48 48s-21.5 48-48 48s-48-21.5-48-48l0-224z"/></svg><a href="https://aws.amazon.com/blogs/machine-learning/?trk=442f1fed-b69c-4df7-905a-a7a8be74fec7&sc_channel=el">AWS Machine Learning Blog</a></li>
      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M224 32L64 32C46.3 32 32 46.3 32 64l0 64c0 17.7 14.3 32 32 32l377.4 0c4.2 0 8.3-1.7 11.3-4.7l48-48c6.2-6.2 6.2-16.4 0-22.6l-48-48c-3-3-7.1-4.7-11.3-4.7L288 32c0-17.7-14.3-32-32-32s-32 14.3-32 32zM480 256c0-17.7-14.3-32-32-32l-160 0 0-32-64 0 0 32L70.6 224c-4.2 0-8.3 1.7-11.3 4.7l-48 48c-6.2 6.2-6.2 16.4 0 22.6l48 48c3 3 7.1 4.7 11.3 4.7L448 352c17.7 0 32-14.3 32-32l0-64zM288 480l0-96-64 0 0 96c0 17.7 14.3 32 32 32s32-14.3 32-32z"/></svg><a href="https://community.aws/tags/hugging-face?trk=875acb42-9739-4cb4-9a84-48aba509df42&sc_channel=el">AWS Community Posts about Hugging Face</a></li>
      <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M224 32L64 32C46.3 32 32 46.3 32 64l0 64c0 17.7 14.3 32 32 32l377.4 0c4.2 0 8.3-1.7 11.3-4.7l48-48c6.2-6.2 6.2-16.4 0-22.6l-48-48c-3-3-7.1-4.7-11.3-4.7L288 32c0-17.7-14.3-32-32-32s-32 14.3-32 32zM480 256c0-17.7-14.3-32-32-32l-160 0 0-32-64 0 0 32L70.6 224c-4.2 0-8.3 1.7-11.3 4.7l-48 48c-6.2 6.2-6.2 16.4 0 22.6l48 48c3 3 7.1 4.7 11.3 4.7L448 352c17.7 0 32-14.3 32-32l0-64zM288 480l0-96-64 0 0 96c0 17.7 14.3 32 32 32s32-14.3 32-32z"/></svg><a href="https://community.aws/tags/ai-ml?trk=d05502b2-c45b-4d96-a930-2ba32173e8b7&sc_channel=el">AWS Community Posts about AI/ML</a></li>
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  <div class="col-span-1 p2">
    <p>AWS Developers</p>
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Let's innovate together! 🎉🚀

---

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