diff --git a/README.md b/README.md
index 6df6a089..3eabee66 100644
--- a/README.md
+++ b/README.md
@@ -15,10 +15,10 @@ Join our community for support - <a href="https://discord.gg/zMM32dvNtd">Discord
 
 ---
 
-This repository is divided into 3 sections:
+This repository is divided into 2 sections:
 - [Examples](#examples) - Get right into the code with minimal introduction, aimed at getting you from an idea to PoC within minutes!
 - [Applications](#projects--applications) - Ready to use Python and web apps using applied LLMs, VectorDB and GenAI tools
-- [Tutorials](#tutorials) - A curated list of tutorials, blogs, Colabs and courses to get you started with GenAI in greater depth. 
+
 
 ## Examples
 Applied examples that get right into the code with minimal introduction, aimed at getting you from an idea to PoC within minutes!
@@ -27,48 +27,102 @@ Examples are available as:
 * **Python scripts** - for cases where you'd like directly to use the file or snippets to integrate in your application
 * **JS/TS scripts** - Some examples are written using lancedb's native js library! These script/snippets can also be directly integrated in your web applications.
 
-If you're looking for in-depth tutorial-like examples, checkout the [tutorials](#tutorials) section!
+The following examples are organized into different tables to make similar types of examples easily accessible.
 
-| Example &nbsp; | Notebook & Scripts &nbsp; | Read The Blog!&nbsp; &nbsp; &nbsp; &nbsp;|
-|-------- | ------------- | -------------   |
-| | | |
-| [Youtube transcript search bot](/examples/Youtube-Search-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Youtube-Search-QA-Bot/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/Youtube-Search-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Youtube-Search-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
-| [Langchain: Code Docs QA bot](/examples/Code-Documentation-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Code-Documentation-QA-Bot/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/Code-Documentation-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Code-Documentation-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
-| [Databricks DBRX Website Bot](./examples/databricks_DBRX_website_bot/) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/databricks_DBRX_website_bot/main.py) [![Databricks LLM](https://img.shields.io/badge/databricks-api-red)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
-| [CLI-based SDK Manual Chatbot with Phidata](/examples/CLI-SDK-Manual-Chatbot-Locally/) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/CLI-SDK-Manual-Chatbot-Locally/assistant.py) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
-| [TransformersJS Embedding example](./examples/js-transformers/) |[![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/js-transformers/index.js) [![LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|  |
-| [Inbuilt Hybrid Search](/examples/Inbuilt-Hybrid-Search) |<a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Inbuilt-Hybrid-Search/Inbuilt_Hybrid_Search_with_LanceDB.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)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)||
-| [Audio Search](./examples/audio_search/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/audio_search/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/audio_search/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)| |
-| [Multi-lingual search](/examples/multi-lingual-wiki-qa) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multi-lingual-wiki-qa/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/multi-lingual-wiki-qa/main.py) [![LLM](https://img.shields.io/badge/cohere-api-pink)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)| |
-| [Hybrid search BM25 & lancedb ](./examples/Hybrid_search_bm25_lancedb/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Hybrid_search_bm25_lancedb/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/hybrid-search-combining-bm25-and-semantic-search-for-better-results-with-lan-1358038fe7e6)|
-| [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) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)   [![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/search-within-an-image-331b54e4285e)|
-| [Accelerate Vector Search Applications Using OpenVINO](/examples/Accelerate-Vector-Search-Applications-Using-OpenVINO/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Accelerate-Vector-Search-Applications-Using-OpenVINO/clip_text_image_search.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/accelerate-vector-search-applications-using-openvino-lancedb/)|
+| Build from Scratch &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | 
+|-------- | -------------: |
+|||
+| [Build RAG from Scratch](./tutorials/RAG-from-Scratch) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/RAG-from-Scratch/RAG_from_Scratch.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+| [Local RAG from Scratch with Llama3](./tutorials/Local-RAG-from-Scratch) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./tutorials/Local-RAG-from-Scratch/rag.py) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+||||
+
+
+| Multimodal &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
 | [Multimodal CLIP: DiffusionDB](/examples/multimodal_clip_diffusiondb/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_clip_diffusiondb/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/multimodal_clip_diffusiondb/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/multi-modal-ai-made-easy-with-lancedb-clip-5aaf8801c939/)|
 | [Multimodal CLIP: Youtube videos](/examples/multimodal_video_search/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_video_search/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/multimodal_video_search/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/multi-modal-ai-made-easy-with-lancedb-clip-5aaf8801c939/)|
 | [Multimodal Image + Text Search](/examples/multimodal_search/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_search/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/multimodal_search/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)   [![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/multi-modal-ai-made-easy-with-lancedb-clip-5aaf8801c939/)|
-| [Movie Recommender](/examples/movie-recommender/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/movie-recommender/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/movie-recommender/main.py) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
-| [Movie Recommender with Genre](./examples/movie-recommendation-with-genres/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/movie-recommendation-with-genres/movie_recommendation_with_doc2vec_and_lancedb.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>  [![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/movie-recommendation-system-using-lancedb-and-doc2vec/)|
-| [Product Recommender](./examples/product-recommender/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/product-recommender/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/product-recommender/main.py)[![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)| |
-| [Arxiv paper recommender](/examples/arxiv-recommender) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/arxiv-recommender/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/arxiv-recommender/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)  [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+||||
+
+| RAG &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
 | [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)|
-| [Improve RAG with FLARE](/examples/Advanced-RAG-with-FLARE) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Advanced-RAG-with-FLARE/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/Advanced-RAG-with-FLARE/app.py)  [![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/better-rag-with-active-retrieval-augmented-generation-flare-3b66646e2a9f)|
+| [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)|
 | [Improve RAG with LOTR ](/examples/Advance_RAG_LOTR/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Advance_RAG_LOTR/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/better-rag-with-lotr-lord-of-retriever-23c8336b9a35)|
 | [Advanced RAG: Parent Document Retriever](/examples/parent_document_retriever/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/parent_document_retriever/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/modified-rag-parent-document-bigger-chunk-retriever-62b3d1e79bc6)|
+| [Corrective RAG with Langgraph](./tutorials/Corrective-RAG-with_Langgraph/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Corrective-RAG-with_Langgraph/CRAG_with_Langgraph.ipynb) [![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/implementing-corrective-rag-in-the-easiest-way-2/)|
+| [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) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)   [![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/enhance-rag-integrate-contextual-compression-and-filtering-for-precision-a29d4a810301/) |
+| [Improve RAG with FLARE](./examples/better-rag-FLAIR) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/better-rag-FLAIR/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/better-rag-with-active-retrieval-augmented-generation-flare-3b66646e2a9f/) |
 | [Query Expansion and Reranker ](/examples/QueryExpansion&Reranker/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/QueryExpansion&Reranker/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)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/improving-rag-with-query-expansion-reranking-models/)|
 | [RAG Fusion](/examples/RAG_Fusion/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/RAG_Fusion/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)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|
-| [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) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)   [![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/enhance-rag-integrate-contextual-compression-and-filtering-for-precision-a29d4a810301/) |
-| [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)|
+||||
+
+
+| Vector Search &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
+| [Inbuilt Hybrid Search](/examples/Inbuilt-Hybrid-Search) |<a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Inbuilt-Hybrid-Search/Inbuilt_Hybrid_Search_with_LanceDB.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)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)||
+| [Hybrid search BM25 & lancedb ](./examples/Hybrid_search_bm25_lancedb/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Hybrid_search_bm25_lancedb/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)](#) [![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/hybrid-search-combining-bm25-and-semantic-search-for-better-results-with-lan-1358038fe7e6)|
+| [NER powered Semantic Search](./tutorials/NER-powered-Semantic-Search) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/NER-powered-Semantic-Search/NER_powered_Semantic_Search_with_LanceDB.ipynb) [![local 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/ner-powered-semantic-search-using-lancedb-51051dc3e493) |
+| [Audio Search](./examples/audio_search/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/audio_search/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/audio_search/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)| |
+| [Multi-lingual search](/examples/multi-lingual-wiki-qa) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multi-lingual-wiki-qa/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/multi-lingual-wiki-qa/main.py) [![LLM](https://img.shields.io/badge/cohere-api-pink)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)| |
+| [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> [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
+[Sentiment Analysis : Analysing Hotel Reviews](/examples/Sentiment-Analysis-Analyse-Hotel-Reviews/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Sentiment-Analysis-Analyse-Hotel-Reviews/Sentiment_Analysis_using_LanceDB.ipynb) [![local 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/sentiment-analysis-using-lancedb-2da3cb1e3fa6)|
+| [Imagebind demo app](./examples/imagebind_demo/) | <a href="https://huggingface.co/spaces/raghavd99/imagebind2"><img src="https://huggingface.co/datasets/huggingface/brand-assets/resolve/main/hf-logo-with-title.svg" alt="hf spaces" style="width: 80px; vertical-align: middle; background-color: white;"></a>  [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)|
+| [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) [![local LLM](https://img.shields.io/badge/local-llm-green)](#)   [![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/search-within-an-image-331b54e4285e)|
+| [Vector Search with TransformersJS](./examples/js-transformers/) |[![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/js-transformers/index.js) [![LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|  |
+| [Accelerate Vector Search Applications Using OpenVINO](/examples/Accelerate-Vector-Search-Applications-Using-OpenVINO/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Accelerate-Vector-Search-Applications-Using-OpenVINO/clip_text_image_search.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/accelerate-vector-search-applications-using-openvino-lancedb/)|
+||||
+
+| Chatbot &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog &nbsp;|
+| --------- | -------------------------- | ----------- |
+||||
+| [Databricks DBRX Website Bot](./examples/databricks_DBRX_website_bot/) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/databricks_DBRX_website_bot/main.py) [![Databricks LLM](https://img.shields.io/badge/databricks-api-red)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
+| [CLI-based SDK Manual Chatbot with Phidata](/examples/CLI-SDK-Manual-Chatbot-Locally/) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/CLI-SDK-Manual-Chatbot-Locally/assistant.py) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
+| [Youtube transcript search bot](/examples/Youtube-Search-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Youtube-Search-QA-Bot/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/Youtube-Search-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Youtube-Search-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
+| [Langchain: Code Docs QA bot](/examples/Code-Documentation-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Code-Documentation-QA-Bot/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/Code-Documentation-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Code-Documentation-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
+| [Context-Aware Chatbot using Llama 2 & LanceDB](./tutorials/chatbot_using_Llama2_&_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/chatbot_using_Llama2_&_lanceDB/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/context-aware-chatbot-using-llama-2-lancedb-as-vector-database-4d771d95c755) |
+||||
+
+| Evaluation &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
 | [Evaluating Prompts with Prompttools](/examples/prompttools-eval-prompts/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/prompttools-eval-prompts/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)](#) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|  |
 | [Evaluating RAG with RAGAs](./examples/Evaluating_RAG_with_RAGAs/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Evaluating_RAG_with_RAGAs/Evaluating_RAG_with_RAGAs.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)](#)|  |
+||||
+
+| AI Agents &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
 | [AI Agents: Reducing Hallucination](/examples/reducing_hallucinations_ai_agents/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/reducing_hallucinations_ai_agents/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/reducing_hallucinations_ai_agents/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/reducing_hallucinations_ai_agents/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#) |[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/how-to-reduce-hallucinations-from-llm-powered-agents-using-long-term-memory-72f262c3cc1f/)|
 | [AI Trends Searcher with CrewAI](./examples/AI-Trends-with-CrewAI/) |<a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/AI-Trends-with-CrewAI/CrewAI_AI_Trends.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)](#)    [![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/track-ai-trends-crewai-agents-rag/)|
 | [SuperAgent Autogen](/examples/SuperAgent_Autogen) |<a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/SuperAgent_Autogen/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)](#)||
-[Sentiment Analysis : Analysing Hotel Reviews](/examples/Sentiment-Analysis-Analyse-Hotel-Reviews/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Sentiment-Analysis-Analyse-Hotel-Reviews/Sentiment_Analysis_using_LanceDB.ipynb) [![local 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/sentiment-analysis-using-lancedb-2da3cb1e3fa6)|
-| [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> [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
-| [Imagebind demo app](./examples/imagebind_demo/) | <a href="https://huggingface.co/spaces/raghavd99/imagebind2"><img src="https://huggingface.co/datasets/huggingface/brand-assets/resolve/main/hf-logo-with-title.svg" alt="hf spaces" style="width: 80px; vertical-align: middle; background-color: white;"></a>  [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)|
+||||
 
 
+| Recommender Systems &nbsp; &nbsp;| Interactive Notebook & Scripts &nbsp; | Blog |
+| --------- | -------------------------- | ----------- |
+||||
+| [Movie Recommender](/examples/movie-recommender/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/movie-recommender/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/movie-recommender/main.py) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+| [Movie Recommender with Genre](./examples/movie-recommendation-with-genres/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/movie-recommendation-with-genres/movie_recommendation_with_doc2vec_and_lancedb.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>  [![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/movie-recommendation-system-using-lancedb-and-doc2vec/)|
+| [Product Recommender](./examples/product-recommender/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/product-recommender/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/product-recommender/main.py)[![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)| |
+| [Arxiv paper recommender](/examples/arxiv-recommender) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/arxiv-recommender/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/arxiv-recommender/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)  [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+||||
+
+| Concepts | Interactive Notebook | Blog Link |
+| --------- | -------------------------- | ----------- |
+|           |                            |             |
+| [A Primer on Text Chunking and its Types](./tutorials/different-types-text-chunking-in-RAG) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/different-types-text-chunking-in-RAG/Text_Chunking_on_RAG_application_with_LanceDB.ipynb) [![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/a-primer-on-text-chunking-and-its-types-a420efc96a13) |
+| [Langchain LlamaIndex Chunking](./tutorials/Langchain-LlamaIndex-Chunking) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Langchain-LlamaIndex-Chunking/Langchain_Llamaindex_chunking.ipynb) [![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/chunking-techniques-with-langchain-and-llamaindex/) |
+| [Comparing Cohere Rerankers with LanceDB](./tutorials/cohere-reranker) | [![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/benchmarking-cohere-reranker-with-lancedb/) |
+| [Product Quantization: Compress High Dimensional Vectors](https://blog.lancedb.com/benchmarking-lancedb-92b01032874a-2/) |[![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/benchmarking-lancedb-92b01032874a-2/) |
+| [LLMs, RAG, & the missing storage layer for AI](https://blog.lancedb.com/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984) | [![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/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984/) |
+| [Fine-Tuning LLM using PEFT & QLoRA](./tutorials/fine-tuning_LLM_with_PEFT_QLoRA) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/fine-tuning_LLM_with_PEFT_QLoRA/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/optimizing-llms-a-step-by-step-guide-to-fine-tuning-with-peft-and-qlora-22eddd13d25b) |
+| [Extracting Complex tables-text from PDFs using LlamaParse  ](./tutorials/Advace_RAG_LlamaParser) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Advace_RAG_LlamaParser/main.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![LlamaCloud](https://img.shields.io/badge/Llama-api-pink)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
+||||
 
 ## Projects & Applications
 These are ready to use applications built using LanceDB serverless vector database. You can explore these open source projects, use parts of them in your projects or build your applications on top of these. 
@@ -91,28 +145,7 @@ These are ready to use applications built using LanceDB serverless vector databa
 | [ Fastapi RAG template  ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/Chatbot_RAG_with_FASTAPI) | FastAPI based RAG template with Websocket support | ![image](./assets/chatbot_fastapi.png)|
 | [ GTE MLX RAG ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/GTE_mlx_RAG) | mlx based RAG model using lancedb api support | ![image](./assets/rag-mlx.png)|
 | [ Healthcare Chatbot  ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/Healthcare_chatbot/) | Healthcare chatbot using domain specific LLM  & Embedding model | ![image](./assets/chatbot_medical.png)|
-
-
-
-## Tutorials
-Looking to get started with LLMs, vectorDBs, and the world of Generative AI? These in-depth tutorials and courses cover these concepts with practical follow along colabs where possible.
-| Tutorial | Interactive Environment | Blog Link |
-| --------- | -------------------------- | ----------- |
-|           |                            |             |
-| [Build RAG from Scratch](./tutorials/RAG-from-Scratch) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/RAG-from-Scratch/RAG_from_Scratch.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
-| [Local RAG from Scratch with Llama3](./tutorials/Local-RAG-from-Scratch) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./tutorials/Local-RAG-from-Scratch/rag.py) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
-| [A Primer on Text Chunking and its Types](./tutorials/different-types-text-chunking-in-RAG) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/different-types-text-chunking-in-RAG/Text_Chunking_on_RAG_application_with_LanceDB.ipynb) [![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/a-primer-on-text-chunking-and-its-types-a420efc96a13) |
-| [Langchain LlamaIndex Chunking](./tutorials/Langchain-LlamaIndex-Chunking) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Langchain-LlamaIndex-Chunking/Langchain_Llamaindex_chunking.ipynb) [![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/chunking-techniques-with-langchain-and-llamaindex/) |
-| [Comparing Cohere Rerankers with LanceDB](./tutorials/cohere-reranker) | [![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/benchmarking-cohere-reranker-with-lancedb/) |
-| [NER powered Semantic Search](./tutorials/NER-powered-Semantic-Search) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/NER-powered-Semantic-Search/NER_powered_Semantic_Search_with_LanceDB.ipynb) [![local 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/ner-powered-semantic-search-using-lancedb-51051dc3e493) |
-| [Product Quantization: Compress High Dimensional Vectors](https://blog.lancedb.com/benchmarking-lancedb-92b01032874a-2/) |[![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/benchmarking-lancedb-92b01032874a-2/) |
-| [Corrective RAG with Langgraph](./tutorials/Corrective-RAG-with_Langgraph/) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Corrective-RAG-with_Langgraph/CRAG_with_Langgraph.ipynb) [![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/implementing-corrective-rag-in-the-easiest-way-2/)|
-| [LLMs, RAG, & the missing storage layer for AI](https://blog.lancedb.com/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984) | [![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/llms-rag-the-missing-storage-layer-for-ai-28ded35fa984/) |
-| [Fine-Tuning LLM using PEFT & QLoRA](./tutorials/fine-tuning_LLM_with_PEFT_QLoRA) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/fine-tuning_LLM_with_PEFT_QLoRA/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/optimizing-llms-a-step-by-step-guide-to-fine-tuning-with-peft-and-qlora-22eddd13d25b) |
-| [Context-Aware Chatbot using Llama 2 & LanceDB](./tutorials/chatbot_using_Llama2_&_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/chatbot_using_Llama2_&_lanceDB/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/context-aware-chatbot-using-llama-2-lancedb-as-vector-database-4d771d95c755) |
-| [Better RAG with FLARE](./tutorials/better-rag-FLAIR) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/better-rag-FLAIR/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/better-rag-with-active-retrieval-augmented-generation-flare-3b66646e2a9f/) |
-| [Extracting Complex tables-text from PDFs using LlamaParse  ](./tutorials/Advace_RAG_LlamaParser) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/Advace_RAG_LlamaParser/main.ipynb) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![LlamaCloud](https://img.shields.io/badge/Llama-api-pink)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|  |
-
+||||
 
 
 **🌟 New! 🌟 Applied GenAI and VectorDB course on Udacity**
diff --git a/tutorials/better-rag-FLAIR/README.md b/examples/better-rag-FLAIR/README.md
similarity index 100%
rename from tutorials/better-rag-FLAIR/README.md
rename to examples/better-rag-FLAIR/README.md
diff --git a/tutorials/better-rag-FLAIR/app.py b/examples/better-rag-FLAIR/app.py
similarity index 100%
rename from tutorials/better-rag-FLAIR/app.py
rename to examples/better-rag-FLAIR/app.py
diff --git a/tutorials/better-rag-FLAIR/main.ipynb b/examples/better-rag-FLAIR/main.ipynb
similarity index 100%
rename from tutorials/better-rag-FLAIR/main.ipynb
rename to examples/better-rag-FLAIR/main.ipynb
diff --git a/tutorials/better-rag-FLAIR/requirements.txt b/examples/better-rag-FLAIR/requirements.txt
similarity index 100%
rename from tutorials/better-rag-FLAIR/requirements.txt
rename to examples/better-rag-FLAIR/requirements.txt