Multimodal-RAG

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Hands-On Tutorial on Building Multimodal RAG Systems

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# Multimodal-RAG #
Hands-on tutorials on building a multimodal RAG.

![multimodal_RAG](https://github.com/user-attachments/assets/fa35d875-9eff-4f5d-bed4-d7ffa73c7b5f)

|Topic |Blog| Notebook| Youtube Video |
|-----|--------|----------|----------|
|Introduction to Multimodal RAG Applications | [![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false)| [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Multimodal RAG Application Architecture |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-151?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Multimodal Embeddings |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-34b?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Processing Videos for Multimodal RAG |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-4f6?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Multimodal Retrieval from Vector Stores |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-e89?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Large Vision Language Models (LVLMs)  |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-372?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Multimodal RAG with Multimodal LangChain |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-777?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |
|Putting it All Together! Building Multimodal RAG Application |[![Substack](https://img.shields.io/badge/Substack-%23006f5c.svg?style=for-the-badge&logo=substack&logoColor=FF6719)](https://open.substack.com/pub/youssefh/p/building-multimodal-rag-application-00d?r=1sqbmi&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false) | [![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?style=for-the-badge&logo=kaggle&logoColor=white)]()| [![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge&logo=YouTube&logoColor=white)]() |

Multimodal-RAG

Multimodal-RAG Latest Version Download

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Multimodal-RAG Latest Version Download

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