Indexing and Vector Database

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

A vector index is a data structure that enables fast and accurate search and retrieval of vector embeddings from a large dataset of objects.

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 with only ...

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 ...

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 Strategies for Efficient Data Retrieval

This article explores the fundamentals of vector indexing, its implementation techniques, and its significance in data retrieval.

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

This step maps the vectors to a data structure that will enable faster searching. Querying: The vector database compares the indexed query ...

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 ...

What Is a Vector Database? - Oracle

Vector indexes are primarily used for “nearest neighbor” search, which involves finding the closest vector to a given query vector. Indexes are great for ...

What is a vector index? - Momento

Vector indexes are the key to managing ultra-efficient AI-enabled systems. They store vector data that captures an item's essence mathematically, called vector ...

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.

Vector Index - Pathway

A vector index is an indexing technique applied to data stored in vector form. The vector index is used to organize the vectorized data efficiently so that ...

Vector index: Overview - Weaviate

A vector index is a specialized type of index that is designed to store and search vectors. The choice and configuration of your vector index can significantly ...

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.

Python Vector Databases and Vector Indexes: Architecting LLM Apps

Vector databases enable fast similarity search and scale across data points. For LLM apps, vector indexes can simplify architecture over ...

What Are Vector Databases? - Splunk

Conversely, vector DBs leverage highly specialized indexing algorithms, such as Approximate Nearest Neighbor (ANN) search, to handle similarity- ...

What is a vector index? - YouTube

In this video, Kirk Kirkconnell explains what a vector index is, how they store data, how relationships are created with that data, ...

Everything You Need to Know about Vector Index Basics - Zilliz blog

... indexing strategies - flat indexing and inverted file (IVF) indexes ... Products. Zilliz Cloud. Fully-managed vector database service designed ...

Vector indexes - Cypher Manual - Neo4j

Vector indexes allow you to query vector embeddings from large datasets. An embedding is a numerical representation of a data object, such as a text, image, or ...

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

In this article, we'll demystify the concept of indexes to help you understand how an index makes finding information in vast collections a breeze.

The Vector Database Index - Gradient Flow

The purpose of this post is to compare vector databases and libraries using an index that measures popularity.