Check out the blogs that falls under the category Vector Search. Learn more about the vector search best practices – interacting with AI LLMs and more
Category: Vector Search
Single Platform, Multi-Purpose Couchbase: Vector Search, Geospatial, SQL++, and More
There are use cases that are best served by multiple types of data access, including SQL, vector search, geospatial queries, and key-value access. One approach is to combine/chain together multiple data systems for each access method. However, the Couchbase approach...
Matthew Groves
December 25, 2024
What are Embedding Models? An Overview
What are embedding models? Embedding models are a type of machine learning model designed to represent data (such as text, images, or other forms of information) in a continuous, low-dimensional vector space. These embeddings capture semantic or contextual similarities between...
Tyler Mitchell - Senior Product Marketing Manager
December 20, 2024
A Guide to Data Chunking
What is Data Chunking? Data chunking is a technique that breaks down large datasets into smaller, more manageable chunks. It’s crucial to artificial intelligence, big data analytics, and cloud computing because it optimizes memory usage, speeds up processing, and improves...
Matthew Groves
December 13, 2024
Couchbase + Dify: High-Power Vector Capabilities for AI Workflows
We’re excited to announce the new integration between Couchbase and Dify.ai, bringing Couchbase’s robust vector database capabilities into Dify’s streamlined LLMops ecosystem. Dify empowers teams with a no-code solution to build, manage, and deploy AI-driven workflows efficiently. Now, with Couchbase...
Elliot Scribner - Software Engineer
December 11, 2024
Cracking the Code on Quality Control with Vector Search
There is a good chance you encounter vector search regularly, even if you are not building applications with it. Discovering content recommendations based on previous liked content is a common use case of vector embeddings, and one that many of...
Ben Greenberg, Senior Developer Evangelist
December 9, 2024
Couchbase Introduces Capella AI Services to Expedite Agent Development
TLDR: Couchbase announces new AI Services in the Capella developer data platform to efficiently and effectively create and operate GenAI-powered agents. These services include the Model Service for private and secure hosting of open source LLMs, the Unstructured Data Service...
Jeff Morris, VP Product Marketing
December 2, 2024
Everything You Need to Know About Agentic AI
What is Agentic AI? Agentic AI refers to artificial intelligence agents that work autonomously in real-world and virtual settings. Unlike traditional AI assistants that only respond to human prompts, these systems utilize advanced AI techniques to make decisions, take actions,...
Jeff Morris, VP Product Marketing
November 22, 2024
Transformando Experiências no Varejo com Couchbase Mobile e Google GenAI
Imagine entrar em uma loja de varejo onde a experiência parece feita sob medida para você. Enquanto percorre os corredores, displays digitais exibem promoções e recomendações personalizadas com base em suas preferências. O pagamento é simples e ágil, com totens...
PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell
Previously, we showed how to use Couchbase RAG capabilities through a Python app that allows the user to ‘chat’ with their PDF or with X. It’s simple to build, but can we build it simpler? I have been playing a...
Laurent Doguin, Developer Advocate, Couchbase
November 15, 2024
The Future of AI-Powered Applications Enabled by Couchbase
Numerous Couchbase customers, across all industries, see the immense value and importance of artificial intelligence (AI) and generative AI technologies. Many organizations are on the cusp of fully diving into integrating AI so that they can provide an enhanced customer...
Matt Spillar - Product Marketing Manager
November 12, 2024
Transforming Retail Experiences with Couchbase Mobile and Google GenAI
Imagine, you walk into a retail store and the experience feels tailored just for you. Browsing through the aisles, digital displays showcase personalized promotions and recommendations based on your preferences. Checking out is seamless, with self-serve kiosks instantly recognizing the...
Mark Gamble, Director of Product & Solutions Marketing
November 7, 2024
How AI Personalization is Improving CX and Business Performance
AI personalization has transformed customer experience (CX) by delivering tailored interactions that meet specific needs in real time. It’s been applied across various fields, including finance, e-commerce, healthcare, and entertainment. From product recommendations to predictive customer service, businesses are leveraging...
Tim Rottach, Director of Product Line Marketing
October 31, 2024