Containers
Category: Generative AI
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 […]