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4 changes: 2 additions & 2 deletions notebooks/rag/README.md
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Jupyter Notebooks demonstrating various Retrieval Augmented Generation (RAG) implementations using LLM providers, frameworks and MongoDB Atlas Vector Search.
Jupyter Notebooks demonstrating various Retrieval Augmented Generation (RAG) implementations using LLM providers, frameworks and MongoDB Vector Search.

| Title | Stack | Notebook |
|-------|-------|----------|
Expand All @@ -8,7 +8,7 @@ Jupyter Notebooks demonstrating various Retrieval Augmented Generation (RAG) imp
| RAG Chunking Strategies | MongoDB Atlas, LangChain | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/rag_chunking_strategies.ipynb) |
| OpenAI Text Embeddings | MongoDB Atlas, OpenAI | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/openai_text_3_emebdding.ipynb) |
| Naive RAG Implementation | MongoDB Atlas, LlamaIndex | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/naive_rag_implemenation_llamaindex.ipynb) |
| LangChain.js Memory | MongoDB Atlas, LangChain.js | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/mongodb-langchain-js-memory.ipynb) |
| LangChain.js Memory | MongoDB , LangChain.js | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/mongodb-langchain-js-memory.ipynb) |
| DeepSeek RAG Pipeline | MongoDB Atlas, DeepSeek | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/deepseek_r1_rag_pipeline_with_mongodb.ipynb) |
| LangChain Cache Memory | MongoDB Atlas, LangChain | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/mongodb-langchain-cache-memory.ipynb) |
| RAG with LlamaIndex | MongoDB Atlas, LlamaIndex | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/rag/building_RAG_with_LlamaIndex_and_MongoDB_Vector_Database.ipynb) |
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