Vector Stores

largelanguagemodel langchain

Vector Databases store the embeddings of our knowledge in a database.

All the information cannot be stored in the vector database, as there can be chances of losing relevancy and meaning, so there is a necessity of chunking to split the knowledge into smaller sections to make sure we do not cram too much information in any segment.

LangChain offers many integrations for many such vector databases.