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What is a Vector Database? How Vector Search Powers RAG and GenAI
A vector database is a database that stores data as vectors, which are long lists of numbers that capture the meaning of text, images, or audio. It lets you search by meaning. Ask for “cheap flights to the beach” and it can find a document titled “budget trips to coastal cities,” even though the two […]
What is MLOps? Machine Learning Operations Explained with AWS Tools
MLOps (machine learning operations) is a set of practices and tools that helps teams build, deploy, monitor, and update machine learning models in a reliable, repeatable way. It takes the ideas behind DevOps, such as automation, version control, and continuous delivery, and applies them to machine learning. The goal is simple. Get good models into […]
What is Amazon EKS? Kubernetes on AWS — Architecture, Pricing, and EKS vs ECS
Amazon EKS (Amazon Elastic Kubernetes Service) is a managed service from AWS that runs Kubernetes for you. AWS looks after the “brain” of the cluster, and your team focuses on deploying and running applications in containers. In short, EKS gives you standard Kubernetes on AWS without the job of building and patching the control servers […]
When to Use an AI Agent: A Practical Guide for Businesses
AI agents are becoming an increasingly practical option for businesses looking to move beyond AI that simply responds to a prompt. For teams considering when to use an AI agent, the bigger question is what kind of process they want it to handle and how much autonomy that process actually requires. GenAI vs. Agentic AI: […]