Indexing in Vector Databases

What is a Vector Index? An Introduction to Vector Indexing - DataStax

A vector index is a data structure used in computer science and information retrieval to efficiently store and retrieve high-dimensional vector ...

Vector Indexing | Weaviate

Vector indexing is a key component of vector databases. It can help to significantly increase the speed of the search process of similarity search.

Vector Indexing: A Roadmap for Vector Databases | by Neil Kanungo

A vector index is a condensed form of raw vectors that allow efficient, rapid searches. The compactness of the index reduces memory requirements ...

Understanding Vector Indexing: A Comprehensive Guide | by MyScale

In the early stages of database development, data were stored in basic tables. This method was straightforward, but as the amount of data ...

Understanding Vector Indexing Strategies for Efficient Data Retrieval

A vector index goes beyond mere data storage; it entails intelligently organizing vector embeddings to optimize retrieval processes. By ...

What is a Vector Database & How Does it Work? Use Cases + ...

To do this, the vector database usually maintains two indexes: a vector index and a metadata index. It then performs the metadata filtering ...

What is a Vector Database? - Elastic

Indexing: Using hashing, quantization, or graph-based techniques, a vector database indexes vectors by mapping them to a given data structure. This enables a ...

Can anyone explain how the vector database work? On which step it ...

Yes, that's correct understanding. A developer shouldn't need to worry about the indexing part of a database that offers the vector search ...

Optimizing Vector Databases With Indexing Strategies - YouTube

Frank Liu discusses the limitations of brute force search in vector databases and the benefits of Approximate Nearest Neighbor (ANN) search.

What is a vector index? - Momento

A vector index is a specialized type of index designed to store and manage multidimensional data called vectors. We can produce vectors from AI models ...

A Comprehensive Guide on Indexing Algorithms in Vector Databases

Overview · Vector databases use high-dimensional vectors for managing complex data types. · Tree-based indexing improves search efficiency by ...

Vector index: Overview - Weaviate

A vector index is designed to improve users' experience of searching for items in a large database. It usually makes a trade-off to balance three key factors: ...

Vector database - separate indexes/tables? : r/LangChain - Reddit

I'm using Pinecone as a vector database and my content is courses, should I organize my indexes by separating modules, videos, audio, titles, etc., into ...

Vector Indexing in Vector Databases - HexaCluster

In this article, we will briefly learn about what is vector indexing and a few types of popular vector indexing techniques across different vector databases.

Indexing Basics - KDB.AI

Vector databases utilize a crucial element known as the “Vector Index” to process data. The creation of this index involves applying an ...

What is a vector index? - YouTube

Comments2 · What is a Vector Database? · Optimizing Vector Databases With Indexing Strategies · Vector Database Search - Hierarchical Navigable ...

Vector databases (3): Not all indexes are created equal

Vector indexing methods can be organized in two levels: a) by their data structures, and b) by their level of compression.

Vector Databases – Part 4 – Vector Indexes - Ora-lytics

Common Vector Index types include Hash-base, Tree-based, Graph-base and Inverted-file. Let's have a look at each of these.

Vector Indexing Explained in 60 Seconds - YouTube

lot of unstructured data, vector indexing might be the answer. This powerful technique organizes vector embeddings in databases, designed to ...

The Hidden World of (Vector) Indexes - Towards Data Science

In summary, indexes are like signposts in a database, pointing the way to the data you seek. In contrast, databases are the repositories where ...