RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot

RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot

Venelin Valkov via YouTube Direct link

- Create document embeddings

6 of 11

6 of 11

- Create document embeddings

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RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot

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  1. 1 - Why build RAG from scratch?
  2. 2 - Text tutorial on MLExpert.io
  3. 3 - Google Colab Setup
  4. 4 - sqlite-vec
  5. 5 - Add custom data to the database
  6. 6 - Create document embeddings
  7. 7 - How vectors are stored in the database
  8. 8 - Similar document search
  9. 9 - Build components for our RAG
  10. 10 - Asking the chatbot about our custom data
  11. 11 - Conclusion

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