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Amazon SageMaker AI
Build, train, and deploy AI models for any use case with fully managed infrastructure, tools, and workflows
Meet SageMaker AI
Amazon SageMaker AI is a fully managed service that brings together the most comprehensive set of AI tools and capabilities to enable high-performance, low-cost AI model development for any use case. With SageMaker AI, you can build, train, customize, and deploy AI models at scale using complete development environments, purpose-built training infrastructure, AI agent-guided workflows, and optimized inference capabilities—all with enterprise-grade governance and security controls.
SageMaker AI accelerates your AI journey with breakthrough capabilities like model customization, which reduces customization time through serverless training and natural language workflows, HyperPod which reduces training time by up to 40% with automated cluster management, and inference optimization that reduces deployment time from months to hours across 80+ instance types.
Access over one thousand AI from leading AI companies through Amazon SageMaker JumpStart, customize them with the industry's most advanced techniques such as reinforcement learning and supervised fine-tuning, or build custom models from scratch—all within a single, governed environment that eliminates infrastructure complexity while providing the flexibility and performance enterprises demand.
Capabilities
Supporting your end-to-end AI model development journey
Single web-based interface for end-to-end AI model development
Amazon SageMaker Studio offers a wide choice of purpose-built tools to perform all AI model development steps, from preparing data to building, training, deploying, and managing your AI models. You can quickly upload data and build models or easily customize pretrained AI models with SageMaker JumpStart, all using your preferred integrated development environment (IDE).
Learn more about SageMaker Studio and SageMaker JumpStart.
Fast-track model customization with maximum accuracy
Customize popular AI models with serverless reinforcement learning and an AI agent guided workflow using Amazon SageMaker AI. Customize popular models, such as Amazon Nova, Llama, Qwen, DeepSeek, and GPT-OSS, with the latest techniques like reinforcement learning in days.
Scale and accelerate AI model development across thousands of AI accelerators
Remove the undifferentiated heavy lifting from training and deploying AI models at scale. HyperPod helps you quickly scale model development tasks such as training, fine-tuning, and inference across clusters of hundreds or thousands of AI accelerators while enabling centralized governance across all your AI model development tasks.
Easily deploy and manage AI models for inference
Making it easier to deploy AI models, SageMaker AI inference provides optimal inference performance and cost through comprehensive deployment options including real-time, serverless, asynchronous, and batch inference across more than 70 instance types with varying levels of compute and memory.
Accelerate AI experimentation MLflow
MLflow enables by tracking, organizing, and comparing iterative experiments for your AI models, applications, and agents— all without any infrastructure provisioning or server management.
Benefits of SageMaker AI
Transform AI model development from months-long projects to rapid iterations, enabling your teams to experiment faster, validate concepts quickly, and bring breakthrough AI solutions to market quickly while maximizing return on innovation investments.
Uplevel AI development by enabling teams of all skill levels to build, customize, and deploy AI models through intuitive interfaces and guided workflows, breaking down technical barriers and accelerating enterprise-wide AI adoption without requiring specialized expertise.
Eliminate the complexity and cost of managing AI model development infrastructure by leveraging fully managed services that automatically scale, optimize performance, and reduce operational overhead, allowing you to focus resources on innovation rather than infrastructure management.
Create unique, competitive AI solutions by customizing AI models with your proprietary data and business logic, enabling personalized customer experiences and accelerated development that sets your organization apart.
Stay ahead of rapidly evolving AI technologies by accessing the latest AI models, techniques, and capabilities through a continuously updated service, ensuring your AI investments remain current and competitive as the landscape evolves.
Explore What’s New in SageMaker AI
New Amazon SageMaker AI innovations continue to transform AI model development
Introducing new SageMaker AI capabilities that help teams boost productivity, resolve issues faster, and lower the cost of building and training AI models.
Get started with SageMaker AI
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