langchain-streamlit-qdrant
This is a sample project which is built by using langchain + streamlit + qdrant vector db. The main focus here is we don't need to create embeddings again and again and dont need to store it in vector DB every time we just need to do it once and then for QnA we just call a collection from qdrant.