How Rocket Companies modernized their data science solution on AWS
In this post, we share how we modernized Rocket Companies’ data science solution on AWS to increase the speed to delivery from eight weeks to under one hour, improve operational…
Amazon Elastic Kubernetes Service
Accelerate your generative AI distributed training workloads with the NVIDIA NeMo Framework on Amazon EKS
In today’s rapidly evolving landscape of artificial intelligence (AI), training large language models (LLMs) poses significant challenges. These models often require enormous computational resources and sophisticated infrastructure to handle the…
Federated learning on AWS using FedML, Amazon EKS, and Amazon SageMaker
This post is co-written with Chaoyang He, Al Nevarez and Salman Avestimehr from FedML. Many organizations are implementing machine learning (ML) to enhance their business decision-making through automation and the…
Enable pod-based GPU metrics in Amazon CloudWatch | Amazon Web Services
This post details how to set up container-based GPU metrics and provides an example of collecting these metrics from EKS pods.