Vector Database What is a Vector Database? A vector database is an organized collection of vector embeddings that can be created, read, updated, and deleted at any point in time. Vector embeddings represent ch
How does a vector database work? 我们或多或少知道传统数据库是如何工作的,它们在行和列中存储字符串、数字和其他类型的标量数据。另一方面,矢量数据库对矢量进行操作,所以它的优化和查询方式是完全不同的。 在传统数据库中,我们通常是查询数据库中的行,其中的值通常与我们的查询完全匹配。在矢量数据库中,我们...
矢量数据库是一种专门设计用于优化存储和查询矢量嵌入的数据库。以下是关于矢量数据库的详细解释：定义与功能：矢量数据库是专为处理矢量嵌入而设计的数据库系统。它具备独立矢量索引功能，能够高效存储和查询矢量数据。与传统数据库的区别：传统数据库难以处理复杂和大规模的矢量数据。矢量数据库提供了超越传统...
Vector database containing image embeddings A vector embedding is a sequence of numbers like [0.4, 0.8, -0.1, 0.6, 1.1, ...] that captures the original meaning of a data point (a sentence, an image, an audio signal, etc.) in relation to other points. Think of each number in the se...
How do vector databases work? For generative AI to function, it needs a brain to efficiently access all the embeddings in real time. It uses this to formulate insights, perform complex data analysis, and make generative predictions of what is being asked. ...
This approach also avoids the data consistency problems introduced when using a separate, specialized vector database in addition to the business’s primary database. VIDEO: What Is a Vector Database? How Can It Help Meet Business Needs? Vector Index vs. Vector Database Vector indexes and ...
A vector database is a type ofdatabasetechnology that's used to store, manage and searchvector embeddings, numerical representations of unstructured data that are also referred to simply asvectors. Long a niche technology, vector databases are now being used more widely to supportartificial intellige...
of data. Trying to get the right insights and manage them using a traditional database that relies on SQL commands isn’t going to work very well. So having a teammate in the form of a vector database — one configured specifically to deal with vectors and maximize performance — is key...
Vector Database 101 (3 Part Series) 1 What is a Vector Database? 2 What are Vector Embeddings? 3 What is RAG (Retrieval-Augmented Generation)? A Vector Database is a specialized database system designed for efficiently indexing, querying, and retrieving high-dimensional vector data. Tho...
In this blog, we provide a comprehensive understanding of vector databases, including what they are, how they work, types, use cases, examples, and more.