This article explores vector databases and embeddings, their use cases, and how they work. It also explains the key differences between vector and graph databases and offers a brief overview of popular solutions: Pinecone, Chroma, Milvus, Weaviate, and Qdrant. What is a vector database and vec...
What Is a Vector Database? How Can It Help Meet Business Needs? (2:58) Vector Index vs. Vector Database Vector indexes and vector databases are both designed to efficiently store and retrieve vectors, that is, sets of numbers that represent the features of an object, like a document, ...
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 data, including text documents, multimedia content...
In this blog, we provide a comprehensive understanding of vector databases, including what they are, how they work, types, use cases, examples, and more.
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 search.When a user or application submits a database query for a similarity search, it's converted into a vector representation. In many cases, an approximate nearest neighbor (ANN) algorithm is used to find data points that are close to the query vector, which trades off some accura...
VIDEO: What Is a Vector Database? How Can It Help Meet Business Needs? Vector Index vs. Vector Database Vector indexes and vector databases are both designed to efficiently store and retrievevectors, that is, sets of numbers that represent the features of an object, like a document, image,...
A vector database stores, manages and indexes high-dimensional vector data to be stored as arrays of numbers called “vectors,” clustered based on similarity.
Learn what a vector database is, how it works, and why MongoDB Atlas Vector Search plays a significant role in the generative AI discussion.
Discover how vector databases power AI, enhance search, and scale data processing. Learn their benefits and applications for your business with InterSystems.