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AI Infrastructure

Accelerate AI innovation with AWS infrastructure

The most comprehensive, secure, and price-performant AI infrastructure

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AI infrastructure at AWS

AWS provides the most comprehensive, secure, and price-performant AI infrastructure—for all your training and inference needs. Build with the broadest and deepest set of AI and ML capabilities across compute, networking, and storage. Run distributed training jobs using the latest purpose-built chips or GPUs with managed services.

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Benefits of AI infrastructure at AWS

  • Accelerate AI innovation with the broadest and deepest set of sustainable capabilities.

  • Protect your data and build with governance controls for a secure experience across your AI infrastructure.

  • Build using price-performant infrastructure to deliver the highest performance while reducing costs.

AWS Machine Learning Infrastructure

Build with comprehensive, secure, and price-performant AI infrastructure

Identifying and choosing the right compute infrastructure is essential for maximizing performance, lowering costs, reducing high-power consumption, and avoiding complexity during the training and deployment of foundation models to production.

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Managed service

Amazon SageMaker AI

Build, train and deploy ML models at scale while accessing purpose-built ML accelerators and GPUs

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Compute

Amazon EC2 Trn1

Get high performance for deep learning and generative AI training while lowering costs

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Compute

Amazon EC2 Inf1

Get high performance for deep learning and generative AI inference while lowering costs

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Compute

Amazon EC2 P5 instances

Highest performance GPU-based instances for training deep learning models and for HPC applications

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Compute

Amazon EC2 G5 instances

High performance GPU-based instances for graphics-intensive applications and machine learning inference

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Managed service

Amazon Elastic Kubernetes Service

Efficiently run distributed training jobs using the latest instances powered by GPUs and custom-built ML silicon instances, and deploy training and inferences using Kubeflow

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Managed service

Amazon Elastic Container Service

A fully managed container orchestration service that helps you to more efficiently deploy, manage, and scale containerized applications

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Compute

Amazon EC2 Capacity Blocks

Reserve GPU instances in Amazon EC2 UltraClusters to run your ML workloads

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