Containers
Tag: artificial intelligence
How Vannevar Labs cut ML inference costs by 45% using Ray on Amazon EKS
This blog is authored by Colin Putney (ML Engineer at Vannevar Labs), Shivam Dubey (Specialist SA Containers at AWS), Apoorva Kulkarni (Sr.Specialist SA, Containers at AWS), and Rama Ponnuswami (Principal Container Specialist at AWS). Vannevar Labs is a defense tech startup, successfully cut machine learning (ML) inference costs by 45% using Ray and Karpenter on Amazon Elastic Kubernetes Service (Amazon EKS). […]
Amazon EKS optimized Amazon Linux 2023 accelerated AMIs now available
Introduction Earlier this year we announced support for Amazon EKS optimized AL2023 AMIs that provided many enhancements in terms of security and performance. Amazon Linux 2023 (AL2023) is the next generation of Amazon Linux from Amazon Web Services (AWS) and is designed to provide a secure, stable, and high-performance environment to develop and run your […]
Applying Generative AI to CVE remediation – early vulnerability patching in Continuous Integration Pipelines
Cloud technologies are a rapidly evolving landscape. Securing cloud applications is everyone’s responsibility, meaning application development teams are needed to follow strict security guidelines from the earliest development stages, and to make sure of continuous security scans throughout the whole application lifecycle. The rise of generative AI enables new innovative approaches for addressing longstanding challenges with […]
Train Llama2 with AWS Trainium on Amazon EKS
Introduction Generative AI is not only transforming the way businesses function but also accelerating the pace of innovation within the broader AI field. This transformative force is redefining how businesses use technology, equipping them with capabilities to create human-like text, images, code, and audio, which were once considered beyond reach. Generative AI offers a range […]
Build Generative AI apps on Amazon ECS for SageMaker JumpStart
Introduction The rise in popularity of Generative AI (GenAI) reflects a broader shift toward intelligent automation in the business landscape, which enables enterprises to innovate at an unprecedented scale, while adhering to dynamic market demands. While the promise of GenAI is exciting, the initial steps toward its adoption can be overwhelming. This post aims to […]
Building multi-tenant JupyterHub Platforms on Amazon EKS
Introduction In recent years, there’s been a remarkable surge in the adoption of Kubernetes for data analytics and machine learning (ML) workloads in the tech industry. This increase is underpinned by a growing recognition that Kubernetes offers a reliable and scalable infrastructure to handle these demanding computational workloads. Furthermore, a recent wave of Generative AI […]
Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture
This blog was coauthored by Eugene Malihins, Senior DevOps Engineer at Onfido, and Olly Pomeroy, Containers Specialist SA at Amazon Web Services Who is Onfido? Onfido is setting the new standard for digital access. The company digitally proves a user’s real identity using artificial intelligence (AI) by verifying a photo ID and comparing it to […]