Vector Database Comparison  with open-source vector databases.


A "vector database"typically refers to a type of database that stores DATA as Mathematical & Vector data representations geographic features as points,lines, and polygons, and it is commonly used in geographic information systems (GIS) and spatial databases. which are arrays of numbers that represents the  location of a floating point along several dimensions.

 

How data is stored in vector databases. Typically, the process begins with chunking the data using a text splitter, which divides the input documents into smaller segments or chunks. These chunks are then embedded into high-dimensional vectors using embedding functions, which capture semantic information about the data. 


Vector embeddings definition : Vector embeddings are a way to convert words and  sentences and other data into numbers that capture their meaning and relationships 

vector embeddings.docx