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 chunks of data, suc
A vector database is a data storage system that organises information in the form of vectors, which are mathematical representations. These databases are designed to store, index, and query vector embeddings or numerical representations of unstructured d
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In a vector database, the vectors are typically stored along with their associated metadata, such as labels, identifiers, or any other relevant information. The database is optimized for efficient storage, retrieval, and querying of vectors based on their similarity or distance to other vectors. ...
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...
A search will return objects with features similar to those specified in the query vector. What Is a Vector Database? A vector database is any database that can natively store and manage vector embeddings and handle the unstructured data they describe, such as documents, images, video, or ...
In this blog, we provide a comprehensive understanding of vector databases, including what they are, how they work, types, use cases, examples, and more.
A Vector Database is a specialized database system designed for efficiently indexing, querying, and retrieving high-dimensional vector data. Those systems enable advanced data analysis and similarity-search operations that extend well beyond the traditional, structured query approach of conventional database...
Vector storage.The vector embeddings, or vectors, are stored in the database system in an optimized format to support the planned applications. Vector indexing.To support efficient vector search, the stored embeddings are indexed using a variety of techniques designed to enable the database to quic...
A vector database is any database that can natively store and manage vector embeddings and handle the unstructured data they describe, such as documents, images, video, or audio. With the importance ofvector search for generative AI, the tech industry has spawned many specialized, standalone vec...