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....
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...
ChatGPT, the recent OpenAI initiative, is proving to be a large-scale player at corralling this unstructured information into a structured format. However, vector databases are a second viable avenue for tackling unstructured data. “In an environment where businesses struggle to process unstructured ...
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...
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 is a quantity or phenomenon that has two independent properties: magnitude and direction. The term also denotes the mathematical or geometrical representation of such a quantity. Examples of vectors in nature arevelocity, momentum, force,electromagnetic fieldsand weight. A quantity or phenomen...
Those systems enable advanced data analysis and similarity-search operations that extend well beyond the traditional, structured query approach of conventional databases. Why use a Vector Database? The data flood is real. In 2024, we're drowning in unstructured data like images, text, and ...
A vector embedding is, at its core, the ability to represent a piece of data as a mathematical equation.Google’s definition of a vector embeddingis“a way of representing data as points in n-dimensional space so that similar data points cluster together.” ...
Learn what a vector database is, how it works, and why MongoDB Atlas Vector Search plays a significant role in the generative AI discussion.
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