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Tag: HyperPod

Checkpointless training on Amazon SageMaker HyperPod: Production-scale training with faster fault recovery | Amazon Web Services
Amazon Web Services

Checkpointless training on Amazon SageMaker HyperPod: Production-scale training with faster fault recovery | Amazon Web Services

vm_adminDecember 16, 2025

Foundation model training has reached an inflection point where traditional checkpoint-based recovery methods are becoming a bottleneck to efficiency and…

HyperPod now supports Multi-Instance GPU to maximize GPU utilization for generative AI tasks | Amazon Web Services
Amazon Web Services

HyperPod now supports Multi-Instance GPU to maximize GPU utilization for generative AI tasks | Amazon Web Services

vm_adminNovember 25, 2025

We are excited to announce the general availability of GPU partitioning with Amazon SageMaker HyperPod, using NVIDIA Multi-Instance GPU (MIG). With…

HyperPod enhances ML infrastructure with security and storage | Amazon Web Services
Amazon Web Services

HyperPod enhances ML infrastructure with security and storage | Amazon Web Services

vm_adminNovember 18, 2025

Amazon SageMaker HyperPod is a purpose-built infrastructure for optimizing foundation model training and inference at scale. SageMaker HyperPod removes the…

Introducing auto scaling on Amazon SageMaker HyperPod | Amazon Web Services
Amazon Web Services

Introducing auto scaling on Amazon SageMaker HyperPod | Amazon Web Services

vm_adminSeptember 4, 2025

Today, we’re excited to announce that Amazon SageMaker HyperPod now supports managed node automatic scaling with Karpenter, so you can…

Multi-account support for Amazon SageMaker HyperPod task governance | Amazon Web Services
Amazon Web Services

Multi-account support for Amazon SageMaker HyperPod task governance | Amazon Web Services

vm_adminJune 6, 2025

GPUs are a precious resource; they are both short in supply and much more costly than traditional CPUs. They are…

How climate tech startups are building foundation models with Amazon SageMaker HyperPod | Amazon Web Services
Amazon Web Services

How climate tech startups are building foundation models with Amazon SageMaker HyperPod | Amazon Web Services

vm_adminJune 4, 2025

Climate tech startups are companies that use technology and innovation to address the climate crisis, with a primary focus on…

How Apoidea Group enhances visual information extraction from banking documents with multimodal models using LLaMA-Factory on Amazon SageMaker HyperPod | Amazon Web Services
Amazon Web Services

How Apoidea Group enhances visual information extraction from banking documents with multimodal models using LLaMA-Factory on Amazon SageMaker HyperPod | Amazon Web Services

vm_adminMay 15, 2025

This post is co-written with Ken Tsui, Edward Tsoi and Mickey Yip from Apoidea Group. The banking industry has long…

Customize DeepSeek-R1 671b model using Amazon SageMaker HyperPod recipes – Part 2 | Amazon Web Services
Amazon Web Services

Customize DeepSeek-R1 671b model using Amazon SageMaker HyperPod recipes – Part 2 | Amazon Web Services

vm_adminMay 14, 2025

This post is the second part of the DeepSeek series focusing on model customization with Amazon SageMaker HyperPod recipes (or…

Reduce ML training costs with Amazon SageMaker HyperPod | Amazon Web Services
Amazon Web Services

Reduce ML training costs with Amazon SageMaker HyperPod | Amazon Web Services

vm_adminApril 10, 2025

Training a frontier model is highly compute-intensive, requiring a distributed system of hundreds, or thousands, of accelerated instances running for…

Ray jobs on Amazon SageMaker HyperPod: scalable and resilient distributed AI | Amazon Web Services
Amazon Web Services

Ray jobs on Amazon SageMaker HyperPod: scalable and resilient distributed AI | Amazon Web Services

vm_adminApril 2, 2025

Foundation model (FM) training and inference has led to a significant increase in computational needs across the industry. These models…

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