Retrieval-Augmented Generation (RAG)
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- **Supervisor**: Masrour Tawfik |linkedin_Masrour|
.. |linkedin_Masrour| image:: Documentation/images/LinkedIn_Logo.png
    :width: 16
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    :target: https://www.linkedin.com/in/tawfik-masrour-43163b85/



- **Realized by**: MAALOUF Imad |linkedin_imad-maalouf|
   
.. |linkedin_imad-maalouf| image:: Documentation/images/LinkedIn_Logo.png
    :width: 16
    :height: 16
    :target: https://www.linkedin.com/in/imad-maalouf-811b25264/


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link to github repository:  `link <https://github.com/imadmaalouf02/RAG>`__ 







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   In this article, I will explain the concept of Retrieval-Augmented Generation (RAG), providing numerous examples and discussing the advantages of using RAG models. RAG effectively combines the capabilities of retrieval systems and generative models to create more informed and contextually relevant outputs. Let’s dive into RAG in detail.
   To illustrate the application of RAG, I will demonstrate how it can be implemented in a Streamlit application. Here, we can build an interactive interface that showcases the differences between various language models 
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.. toctree::
   :maxdepth: 3
   :caption: Introduction

   Documentation/scripts/Scope/introduction.rst


.. toctree::
   :maxdepth: 4
   :caption: Implimentation

   Documentation/scripts/Scope/rag.rst
   Documentation/scripts/Scope/classes.rst

.. toctree::
   :maxdepth: 4
   :caption: Installation and Guide 

   Documentation/scripts/Scope/install.rst


.. toctree::
   :maxdepth: 4
   :caption: Guide of Application

   Documentation/scripts/Scope/interface.rst



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link to github repository:  `link <https://github.com/imadmaalouf02/RAG>`__ 

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    <p><span style="color:white;">'</p></span>

- **Supervisor**: Masrour Tawfik |linkedin_Masrour|
.. |linkedin_Masrour| image:: Documentation/images/LinkedIn_Logo.png
    :width: 16
    :height: 16
    :target: https://www.linkedin.com/in/tawfik-masrour-43163b85/




- **Realized by**: MAALOUF Imad |linkedin_imad-maalouf|
   
.. |linkedin_imad-maalouf| image:: Documentation/images/LinkedIn_Logo.png
    :width: 16
    :height: 16
    :target: https://www.linkedin.com/in/imad-maalouf-811b25264/


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