VectorDB Operations with ChromaDB (View, Add, Delete, Save, QnA and Similarity Search)

In this video, we will discuss how to do VectorDB operations in Chroma DB such as View, Add, Delete, and Update documents as well as save and load db from disk, QnA, Similarity Search and Retrieval Augmented Generation(RAG).

Timestamps
0:00 Introduction
1:23 Install Libraries
1:47 Import Libraries
3:02 Initiate ChromaDB client(disk/memory)
5:22 Create collections
9:24 Collection Operations(get, view, peek, modify, delete)
11:38 Add documents to ChromaDB (raw text/ from files)
15:48 View documents in VDB
18:42 Update documents from VDB
20:22 Delete documents to VDB
21:00 Query the Vector DB
23:08 Metadata Filtering
26:35 RAG with ChromaDB via LangChain
31:23 End Notes

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#langchain #chatgpt #openai #chromadb #langchainmultiplefiletypes #documentqna
add or remove documents from a vectordb
update vectordb
view documents in vectordb