Containers

Category: Artificial Intelligence

Distributed machine learning with Amazon ECS

Running distributed machine learning (ML) workloads on Amazon Elastic Container Service (Amazon ECS) allows ML teams to focus on creating, training and deploying models, rather than spending time managing the container orchestration engine. With a simple architecture, control plane transparent upgrades, and native AWS Identity and Access Management (IAM) authentication, Amazon ECS provides a great environment […]

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 […]

Run Monte Carlo simulations at scale with AWS Step Functions and AWS Fargate

Introduction Organizations across financial services and other industries have business processes that require executing the same business logic across billions of records for their machine learning and compliance needs. Many organizations rely on internal custom orchestration systems or big data frameworks to coordinate the parallel processing of their business logic across many parallel compute nodes. […]

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 […]

Build a multi-tenant chatbot with RAG using Amazon Bedrock and Amazon EKS

Introduction With the availability of Generative AI models, many customers are exploring ways to build chatbot applications that can cater to a wide range of their end-customers, with each instance of chatbot specializing on a specific tenant’s contextual information, and run such multi-tenant applications at scale with a cost-efficient infrastructure familiar to their development teams. […]

Deploy Generative AI Models on Amazon EKS

Introduction Generative Artificial Intelligence (Gen AI) is transforming the way businesses function and is accelerating the pace of innovation. In general, the AI field is changing the way businesses utilize technology. Generative AI technology involves tuning and deploying Large Language Models (LLM), and gives developers access to those models to execute prompts and conversations. Platform […]

How Quora modernized MLOps on Amazon EKS to improve customer experience with scalable ML applications

This blog post was co-written by Lida Li of Quora Introduction Quora is a leading Q&A platform with a mission to share and grow the world’s knowledge, serving hundreds of millions of users worldwide every month. Quora uses machine learning (ML) to generate a custom feed of questions, answers, and content recommendations based on each […]

Three architectural options for routing traffic to multiple Amazon EKS clusters

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 […]