Tag: vector search

Get Started With Couchbase Vector Search In 5 Minutes

Get Started With Couchbase Vector Search In 5 Minutes

What is a Vector A Vector is an object that represents a real-world item as an array of floating numbers.  Each item in the real world is represented in Vector format(as an array) and has many dimensions (attributes) associated with...

Announcing General Availability of the C++ SDK for Couchbase

Announcing General Availability of the C++ SDK for Couchbase

We are thrilled to announce the General Availability (GA) of the C++ SDK for Couchbase! This release adds support for native C++ language to our existing comprehensive set of SDK libraries in 11 programming languages and marks a significant milestone...

Enhancing GenAI for Privacy and Performance: The Future of Personalized AI with Edge Vector Databases

Enhancing GenAI for Privacy and Performance: The Future of Personalized AI with Edge Vector Databases

The evolution of Generative AI (GenAI) is marked by a significant transition from model development to application development. As these AI models mature, the focus shifts to integrating them into real-world applications, bringing about new challenges. Application developers and infrastructure...

Develop Performant RAG Apps With Couchbase and Vectorize

Develop Performant RAG Apps With Couchbase and Vectorize

For technology leaders and developers, the process of integrating rich, proprietary data into generative AI applications is often filled with challenges. Vector similarity search and retrieval augmented generation are powerful tools to help with this, but one mistake extracting, chunking,...

Hybrid Search: An Overview

Hybrid Search: An Overview

What is Hybrid Search? Hybrid search typically refers to a search approach that combines multiple search methodologies or technologies to provide more comprehensive and accurate results. In the context of information retrieval, hybrid search often involves blending traditional keyword-based searching...

Delivering Customer-Oriented AI Applications

Delivering Customer-Oriented AI Applications

Customer obsession is a powerful concept for any company. Whether your customers are internal or external users of your platform – every experience should be timely and meaningful. Integrating artificial intelligence (AI) with Customer 360 NoSQL database development is a...

Twitter Thread tl;dr With AI? Part 2

Twitter Thread tl;dr With AI? Part 2

In part 1 we saw how to scrape Twitter, turn tweets in JSON documents, get an embedding representation of that tweet, store everything in Couchbase and how to run a vector search. These are the first steps of a Retrieval...

Vector Search Performance: The Rise of Recall

Vector Search Performance: The Rise of Recall

Introducing vector search (KNN), with its distance-based similarity scoring, into the existing Search paradigm necessitated a shift in how we thought about “relevant” results and how to measure them.  Text based indexes use tf-idf as their scoring mechanism with the...

Twitter Thread tl;dr With AI? Part 1

Twitter Thread tl;dr With AI? Part 1

Because who has the time ? (also part 1 because it took me further than I expected 😬) Couchbase recently introduced support for Vector Search. And I have been looking for an excuse to play with it. As it turns...

What are Foundation Models? (Plus Types and Use Cases)

What are Foundation Models? (Plus Types and Use Cases)

What is a Foundation Model? A foundation model is a powerful type of artificial intelligence (AI) trained on massive amounts of general data, allowing it to tackle a broad range of tasks. Foundation models, such as OpenAI’s GPT (Generative Pre-trained...

Chat With Couchbase Technical Documentation

Chat With Couchbase Technical Documentation

Couchbase community: Meet the Couchbase Docs chatbot, your new Generative AI-powered documentation assistant. Now available on the docs.couchbase.com website, the new chatbot will transform the way you learn about Couchbase products. It’s like having a Couchbase expert that’s always on...

Vector Search at the Edge with Couchbase Mobile

Vector Search at the Edge with Couchbase Mobile

We’re pleased to announce the public beta release of Couchbase Lite 3.2 with support for vector search. This launch follows the coattails of vector search support on Capella and Couchbase Server 7.6.  Now, with the beta launch of vector search...