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RAG: Retrieval Augmented Generation

Embeddings and Vector Stores

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Understanding Embeddings

Text to Vectors

Embeddings convert text into numerical vectors that capture semantic meaning.

How Embeddings Work

text

Embedding Models in LangChain

python

Using Embeddings

python
Embeddings and Vector Stores | Python LangChain Mastery | Mathematicon