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@@ -40,7 +40,7 @@ On AWS, you can access performant infrastructure, deployment resources, data gov
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  ## Build and Scale AI/ML on AWS
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- AWS offers a comprehensive suite of AI/ML tools and services supporting every stage of the machine learning lifecycle. [Amazon SageMaker AI](https://aws.amazon.com/sagemaker-ai/?trk=8afa3104-517c-4727-9ae4-48fd68084e54&sc_channel=el) provides fully managed end-to-end model development and deployment, with [SageMaker HyperPod](https://aws.amazon.com/sagemaker/ai/hyperpod/?trk=1ed7f49a-d097-499d-a8bf-d11947cb79bc&sc_channel=el) enabling distributed training at scale featuring [checkpointless recovery](https://aws.amazon.com/sagemaker/ai/hyperpod/features/?trk=23c12ec4-c152-408d-ab8f-a7724f6ebfb6&sc_channel=el) and elastic scaling.[Amazon Bedrock](https://aws.amazon.com/bedrock/?trk=931962ef-ffa0-4c91-b885-9757dab0933e&sc_channel=el) enables building generative AI and agentic applications with leading foundation models including the [Amazon Nova family](https://aws.amazon.com/nova/?trk=e823f9c6-731f-470a-84d6-4d01eb6ed66f&sc_channel=el) (Nova 2 Sonic, Nova 2 Lite, Nova 2 Omni, Nova Act, and Nova Forge).Bedrock [AgentCore](https://aws.amazon.com/bedrock/agentcore/?trk=6f74e07c-6ce8-4c86-be06-2f18007b35c6&sc_channel=el) rovides policy controls, quality evaluations, and enhanced memory for deploying trusted AI agents, while the open source while the open source [Strands Agents SDK](https://strandsagents.com/latest/?trk=0f21d47b-010a-4c7e-90cf-fda08bde426c&sc_channel=el) simplifies agent orchestration. Train your own models or fine-tune open source models cost-effectively using the new [Trainium3 UltraServers](https://www.aboutamazon.com/news/aws/trainium-3-ultraserver-faster-ai-training-lower-cost?trk=beec3c3c-6819-48ad-92ea-ff28d94202f2&sc_channel=el) powered by AWS's first 3nm AI chip. AWS custom AI accelerators also include [Inferentia](https://aws.amazon.com/ai/machine-learning/inferentia/?trk=e752ef68-9894-4304-827c-9ac4507dad69&sc_channel=el) for low-latency inference and [Graviton5](https://www.aboutamazon.com/news/aws/aws-graviton-5-cpu-amazon-ec2?trk=13fe7a56-db59-4f65-b429-76642742d0f6&sc_channel=el) for best-in-class price performance. Whether you're building large language models, generative AI, AI agents, or computer vision applications—scaling on AWS is easy.
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  Learn more about these services and others:
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  ## Build and Scale AI/ML on AWS
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+ AWS offers a comprehensive suite of AI/ML tools and services supporting every stage of the machine learning lifecycle. [Amazon SageMaker AI](https://aws.amazon.com/sagemaker-ai/?trk=8afa3104-517c-4727-9ae4-48fd68084e54&sc_channel=el) provides fully managed end-to-end model development and deployment, with [SageMaker HyperPod](https://aws.amazon.com/sagemaker/ai/hyperpod/?trk=1ed7f49a-d097-499d-a8bf-d11947cb79bc&sc_channel=el) enabling distributed training at scale featuring [checkpointless recovery](https://aws.amazon.com/sagemaker/ai/hyperpod/features/?trk=23c12ec4-c152-408d-ab8f-a7724f6ebfb6&sc_channel=el) and elastic scaling. [Amazon Bedrock](https://aws.amazon.com/bedrock/?trk=931962ef-ffa0-4c91-b885-9757dab0933e&sc_channel=el) enables building generative AI and agentic applications with leading foundation models including the [Amazon Nova family](https://aws.amazon.com/nova/?trk=e823f9c6-731f-470a-84d6-4d01eb6ed66f&sc_channel=el) (Nova 2 Sonic, Nova 2 Lite, Nova 2 Omni, Nova Act, and Nova Forge). Bedrock [AgentCore](https://aws.amazon.com/bedrock/agentcore/?trk=6f74e07c-6ce8-4c86-be06-2f18007b35c6&sc_channel=el) rovides policy controls, quality evaluations, and enhanced memory for deploying trusted AI agents, while the open source while the open source [Strands Agents SDK](https://strandsagents.com/latest/?trk=0f21d47b-010a-4c7e-90cf-fda08bde426c&sc_channel=el) simplifies agent orchestration. Train your own models or fine-tune open source models cost-effectively using the new [Trainium3 UltraServers](https://www.aboutamazon.com/news/aws/trainium-3-ultraserver-faster-ai-training-lower-cost?trk=beec3c3c-6819-48ad-92ea-ff28d94202f2&sc_channel=el) powered by AWS's first 3nm AI chip. AWS custom AI accelerators also include [Inferentia](https://aws.amazon.com/ai/machine-learning/inferentia/?trk=e752ef68-9894-4304-827c-9ac4507dad69&sc_channel=el) for low-latency inference and [Graviton5](https://www.aboutamazon.com/news/aws/aws-graviton-5-cpu-amazon-ec2?trk=13fe7a56-db59-4f65-b429-76642742d0f6&sc_channel=el) for best-in-class price performance. Whether you're building large language models, generative AI, AI agents, or computer vision applications—scaling on AWS is easy.
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  Learn more about these services and others:
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