A Comprehensive Guide on Chroma Vector Database

A Step-by-Step Guide to Building Storing and Querying Chroma Vector Databases

Vector Database: Empowering Next-Gen Applications

What is a vector database?

Vector databases allow you to store, access, interpret, and manage vast amounts of high-dimensional unstructured datasets like images, videos, audio, and text.

How does the Vector Database store high-dimensional unstructured data?

A vector database stores unstructured high-dimensional data as vectors.

A vector is a mathematical representation of data. In a vector database, the vectors encapsulate the core features of the unstructured data, representing intrinsic patterns and relationships between data points in a fixed-size vector.

The unstructured data is transformed into numerical representations (vectors) using techniques like embedding. The Vector database stores similar data points closer together, allowing users to quickly and effectively retrieve similar objects, even at large scales.

AI algorithms like Encoders and Transformers create vector embeddings from unstructured content. These vector…