RAG from the Ground Up with Python and Ollama - Building a Document Interaction System

RAG from the Ground Up with Python and Ollama - Building a Document Interaction System

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- Source Document

4 of 16

4 of 16

- Source Document

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RAG from the Ground Up with Python and Ollama - Building a Document Interaction System

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  1. 1 - Intro
  2. 2 - Environment Setup
  3. 3 - Function review
  4. 4 - Source Document
  5. 5 - Starting the project
  6. 6 - parse_file
  7. 7 - Understanding embeddings
  8. 8 - Implementing embeddings
  9. 9 - Timing embedding
  10. 10 - Caching embeddings
  11. 11 - Prompt embedding
  12. 12 - Cosine similarity for embedding comparison
  13. 13 - Brainstorming improvements
  14. 14 - Giving context to our LLM
  15. 15 - CLI input
  16. 16 - Next steps

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