Containers

Category: Amazon Machine Learning

Quora: 3x Faster Machine Learning, 25% Lower Costs with Nvidia Triton on Amazon EKS

Quora achieved 3x lower latency and 25% lower Costs by modernizing model serving with Nvidia Triton on Amazon EKS

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 user’s activity, interests, and preferences. ML drives targeted advertising on […]

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 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. […]

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 […]