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Enhance RAG with Contextual Compression #103

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Enhance RAG with Contextual Compression #103

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1 change: 1 addition & 0 deletions README.md
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Expand Up @@ -56,6 +56,7 @@ If you're looking for in-depth tutorial-like examples, checkout the [tutorials](
| [Facial Recognition](./examples/facial_recognition) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/facial_recognition/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> |
| [Accelerate Vector Search Applications Using OpenVINO](./tutorials/Sentiment-Analysis-using-LanceDB) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Accelerate-Vector-Search-Applications-Using-OpenVINO/clip_text_image_search.ipynb) | [![Medium](https://img.shields.io/badge/Medium-12100E?style=for-the-badge&logo=medium&logoColor=white)](https://blog.lancedb.com/accelerate-vector-search-applications-using-openvino-51366eabf866)|
| [Search Within Images](./examples/search-within-images-with-sam-and-clip) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/search-within-images-with-sam-and-clip/main.ipynb) |[![Medium](https://img.shields.io/badge/Medium-12100E?style=for-the-badge&logo=medium&logoColor=white)](https://blog.lancedb.com/search-within-an-image-331b54e4285e)|
| [Contextual-Compression-with-RAG](.examples/Contextual-Compression-with-RAG) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Contextual-Compression-with-RAG/main.ipynb) |[![Medium](https://img.shields.io/badge/Medium-12100E?style=for-the-badge&logo=medium&logoColor=white)](https://medium.com/etoai/enhance-rag-integrate-contextual-compression-and-filtering-for-precision-a29d4a810301)



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15 changes: 15 additions & 0 deletions examples/Contextual-Compression-with-RAG/README.md
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# 🔍Search engine using SAM & CLIP

<a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Contextual-Compression-with-RAG/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>
[![Medium](https://img.shields.io/badge/Medium-12100E?style=for-the-badge&logo=medium&logoColor=white)](https://medium.com/etoai/enhance-rag-integrate-contextual-compression-and-filtering-for-precision-a29d4a810301)


### 🎫 Enhance RAG: Integrate Contextual Compression and Filtering for Precision.
Follow the Colab Notebook for full code.

## Interface 🌟

1. Load the Model from Huggingface.
2. Instantiate Contextual Compressor from Langchain.
3. Create a pipeline with different retrieving filters.
4. Get the answer using QA chain.
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