From RAGs to Riches!

End-to-End RAG with Weaviate

JP Hwang

Senior Developer Educator, Weaviate

Meet your instructor!

 

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Senior Developer Educator,

Weaviate

End-to-End RAG with Weaviate

The journey ahead

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End-to-End RAG with Weaviate

 

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→ Open-source

 

→ Cloud-native

 

→ Vector database

End-to-End RAG with Weaviate

RAG in a nutshell

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End-to-End RAG with Weaviate

Text embeddings

 

  • Chapter 3 → image embeddings
  • Text embeddings: encode semantic meaning of text numerically

 

  • Can be used to compare the semantic similarity between text

 

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End-to-End RAG with Weaviate

Visualizing text embeddings

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End-to-End RAG with Weaviate

Consistent vector length

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End-to-End RAG with Weaviate

Embeddings and retrieval

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End-to-End RAG with Weaviate

Embeddings and retrieval

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End-to-End RAG with Weaviate

"R" is for Retrieval

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End-to-End RAG with Weaviate

Coming up!

 

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End-to-End RAG with Weaviate

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End-to-End RAG with Weaviate

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End-to-End RAG with Weaviate

Let's practice!

End-to-End RAG with Weaviate

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