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rag: cognee rag
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PrashantDixit0 authored Jan 15, 2025
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Expand Up @@ -77,6 +77,7 @@ Develop a Retrieval-Augmented Generation (RAG) application using LanceDB for eff
| [RAG with Contextual Retrieval and Hybrid search](./examples/Contextual-RAG/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Contextual-RAG/Anthropic_Contextual_RAG.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/guide-to-use-contextual-retrieval-and-prompt-caching-with-lancedb/) |
| [RAG with Matryoshka Embeddings and LlamaIndex](./tutorials/RAG-with_MatryoshkaEmbed-Llamaindex/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/RAG-with_MatryoshkaEmbed-Llamaindex/RAG_with_MatryoshkaEmbedding_and_Llamaindex.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
| [RAG with IBM Watsonx](./examples/RAG-with-watsonx/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/RAG-with-watsonx/Watsonx_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![watsonx LLM](https://img.shields.io/badge/watsonx-api-lightblue)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)||
| [Cognee RAG](/examples/cognee-RAG/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/cognee-RAG/cognee_demo.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> ||
| [Improve RAG with Re-ranking](/examples/RAG_Reranking/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/RAG_Reranking/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/simplest-method-to-improve-rag-pipeline-re-ranking-cf6eaec6d544)|
| [Instruct-Multitask](./examples/instruct-multitask) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/instruct-multitask/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/instruct-multitask/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/multitask-embedding-with-lancedb-be18ec397543)|
| [Improve RAG with HyDE](/examples/Advance-RAG-with-HyDE/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Advance-RAG-with-HyDE/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/advanced-rag-precise-zero-shot-dense-retrieval-with-hyde-0946c54dfdcb)|
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