The most comprehensive, secure, and price-performant AI infrastructure
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.
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.
Build, train and deploy ML models at scale while accessing purpose-built ML accelerators and GPUs
Get high performance for deep learning and generative AI training while lowering costs
Get high performance for deep learning and generative AI inference while lowering costs
Highest performance GPU-based instances for training deep learning models and for HPC applications
High performance GPU-based instances for graphics-intensive applications and machine learning inference
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
A fully managed container orchestration service that helps you to more efficiently deploy, manage, and scale containerized applications
Reserve GPU instances in Amazon EC2 UltraClusters to run your ML workloads
A combination of dedicated hardware and lightweight hypervisor enabling faster innovation and enhanced security
Create additional isolation to further protect highly sensitive data within EC2 instances
Create, manage, and control cryptographic keys across your applications and AWS services.
Ultra-fast networking for Amazon EC2 instances running distributed AI/ML workloads at scale
Create private connections between your on-premises networks and AWS with advanced encryption options from AWS Direct Connect
Run ML applications and scale to thousands of GPUs or purpose-built ML accelerators
Provides sub-millisecond latencies, up to hundreds of gigabytes per second of throughput, and millions of IOPS
Built to retrieve any amount of data from anywhere, offering industry-leading scalability, data availability, security, and performance
A high-performance and low-latency object storage for an organizations most frequently accessed data, making it ideal for request-intensive operations like ML inference
Optimize machine learning on AWS Trainium and AWS Inferentia with the AWS Neuron SDK
From startups to enterprises, organizations trust AWS to innovate with generative AI infrastructure.