Implementing Federated learning with FedML, Amazon EKS, and Amazon SageMaker on AWS | Amazon Web Services

Implementing Federated learning with FedML, Amazon EKS, and Amazon SageMaker on AWS | Amazon Web Services

Machine learning (ML) is being used by organizations to improve business decision-making by utilizing large datasets. However, sharing raw sensitive information poses security risks. Federated learning (FL) is a decentralized ML training technique that maintains data privacy while collaborating on model training. FL addresses data privacy concerns by training models within isolated client locations and … Read more

Easily Deploy and Manage EKS Clusters with Kyndryl Cloud-Native Solution (KCNS) for AWS

Easily Deploy and Manage EKS Clusters with Kyndryl Cloud-Native Solution (KCNS) for AWS

Kyndryl offers a comprehensive solution, the Kyndryl Cloud-Native Solution (KCNS) for Elastic Kubernetes Services (EKS), to manage the lifecycle of container orchestration within the cloud environment. The solution combines AWS services, container orchestration add-ons, DevOps principles, and Kyndryl managed services to address the challenges customers face in application modernization and container deployment. Kyndryl emphasizes innovation, … Read more

Modernizing Galaxy server deployments at scale with BioNTech: A case study on Amazon EKS | Amazon Web Services

Modernizing Galaxy server deployments at scale with BioNTech: A case study on Amazon EKS | Amazon Web Services

Galaxy is a platform used in computational biology that aims to make genomics research accessible to those without computer programming experience. BioNTech, a research team, faced challenges with its growth, including IT bottlenecks and a lack of streamlined workflow. They collaborated with AWS Professional Services to migrate and customize Galaxy on AWS to streamline their … Read more

Setting up Karpenter Nodes with Multus on Amazon EKS using Amazon Web Services

Setting up Karpenter Nodes with Multus on Amazon EKS using Amazon Web Services

Container-based Telco workloads utilize Multus CNI for network segmentation, with Amazon Elastic Kubernetes Service (Amazon EKS) supporting Multus CNI for advanced network configuration on AWS. Karpenter, a cluster autoscaler, enables node elasticity by automatically launching compute resources based on application demand. This post demonstrates a deployment model using EKS cluster with Karpenter provisioned nodepools with … Read more

Guaranteeing equitable bandwidth distribution for Amazon EKS Workloads | Amazon Web Services

Guaranteeing equitable bandwidth distribution for Amazon EKS Workloads | Amazon Web Services

Independent software vendor (ISV) users often provide end-user solutions on a multi-tenant architecture to cut costs and reduce operational management. However, this approach can lead to resource exhaustion or network sparsity issues in Kubernetes clusters, affecting neighboring workloads. Kubernetes offers capabilities to enforce resource availability like processor and memory limits by default to prevent computer … Read more

Revolutionizing HD Map Creation for Autonomous Vehicles with Mobileye and Spark on Amazon EKS | AWS

Revolutionizing HD Map Creation for Autonomous Vehicles with Mobileye and Spark on Amazon EKS | AWS

Mobileye, a leader in advanced driver-assistance systems (ADAS), is at the forefront of the autonomous driving revolution. They have developed technologies such as REM crowdsourced mapping, True-Redundancy sensing, and Responsibility-Sensitive Safety (RSS) to pave the way for self-driving vehicles. With over 125 million vehicles worldwide using Mobileye technology, they became an independent company in 2022, … Read more