Pinecone Vector Database Explained: Vectors, Embeddings, and Similarity Search

Опубликовано: 15 Сентябрь 2023
на канале: TrickSumo

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In this video, we will see what are vectors, embeddings, and vector databases. We will also go through the basics of the all-MiniLM embedding model, pinecone vector database, similarity search, and retrieval augmented generation.

00:00 Vectors
00:51 Similar Vectors
02:37 Embeddings
07:00 all-MiniLM Embeddings Example
10:23 VectorDB
11:22 Similarity Search in VectorDB
13:23 Retrieval Augmented Generation
16:02 Pinecone VectorDB
21:51 Pinecone Upsert Operation
26:46 Pinecone Similarity Search

GitHub Code: https://github.com/TrickSumo/langchai...

Vector Visualization: http://vectors.nlpl.eu/explore/embedd...

Pinecone VectorDB:- https://www.pinecone.io/

#langchain #pinecone #vectorDB #embedding #vectors #rag