RAG ipynb: CRAG, LlamaIndex, Ollama, ReAct Agent

Five Python Notebooks for you: From a simple text embedding to build your own vector store to an autonomous ReAct Agent to the self-reflective and corrective C-RAG system. 5 COLAB notebooks for your RAG to build on.

Thanks to Mistral /Sophia Yang.

00:00 RAG IPYNB Overview
00:36 Vector Embeddings for RAG
01:57 Function Calling for RAG
03:43 RAG from scratch - LlamaIndex Haystack
06:40 ReAct Agent for RAG ipynb
10:31 Self-Reflective RAG and CRAG
16:45 The IPYNB download

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agent autonomous build colab embedding embeddings five function llamaindex mistral notebooks ollama overview python rag react react agent simple sophia store text text embedding vector vector embeddings vector store yang