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Classroom Contents
RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot
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- 1 - Why build RAG from scratch?
- 2 - Text tutorial on MLExpert.io
- 3 - Google Colab Setup
- 4 - sqlite-vec
- 5 - Add custom data to the database
- 6 - Create document embeddings
- 7 - How vectors are stored in the database
- 8 - Similar document search
- 9 - Build components for our RAG
- 10 - Asking the chatbot about our custom data
- 11 - Conclusion