向量数据库 (Vector Database) 是一种专门用于存储和处理向量数据的数据库。向量是一种由数字组成的数组,通常用于表示文本、图像、音频等数据的特征。向量数据库可以快速地搜索和分析向量数据,从而实现相似性搜索、聚类、分类等任务。 向量数据库通常使用基于向量相似性搜索的算法,如 K-近邻搜索、欧几里得距离等。这些算法可以快速
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, such as text or images, as numerical values....
- [IBM vector database](What is an vector database? | IBM)
Back up data directly on the device to enable on-device failover and disaster recovery. On-device encryption Data is secured on the device using 256-bit AES full database encryption. Predictive queries Call ML models within your apps to enable real-time AI that analyzes data at the point of...
Data consistency, scalability, and performance are critical for data-intensive applications, which is why OpenAI chose to build the ChatGPT service on top of Azure Cosmos DB. You, too, can take advantage of its integrated vector database, as well as its single-digit millisecond response times,...
With a vector database, we can rapidly load and store events as embeddings and use our vector database as the brain that powers our AI models. This provides us contextual information, long-term memory retrieval, semantically-like data correlation, and much, much more. ...
The global Vector Database Market industry growth is projected to be USD 4.3 billion by 2028, growing from USD 1.5 billion in 2023, at a Compound Annual Growth Rate (CAGR) of 23.3% during the forecast period.
A vector database is a type of database that stores data as high-dimensional vectors, which are mathematical representations of features or attributes. Each vector has a certain number of dimensions, which can range from tens to thousands, depending on the complexity and granularity of the data...
Why is a vector database useful? A vector database determines what other data (represented as vectors) is near your input query. This allows you to build different use-cases on top of a vector database, including: Semantic search, used to return results similar to the input of the query...
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...