diff --git a/3p-integrations/azure/Azure MaaS/azure_api_example.ipynb b/3p-integrations/azure/Azure MaaS/azure_api_example.ipynb
index 1eed43887..2318f6468 100644
--- a/3p-integrations/azure/Azure MaaS/azure_api_example.ipynb	
+++ b/3p-integrations/azure/Azure MaaS/azure_api_example.ipynb	
@@ -366,7 +366,7 @@
         "\n",
         "In this section, we will build a simple chatbot using Azure Llama 3.1 API, LangChain and [Gradio](https://www.gradio.app/)'s `ChatInterface` with memory capability.\n",
         "\n",
-        "Gradio is a framework to help demo your machine learning model with a web interface. We also have a dedicated Gradio chatbot [example](https://github.com/meta-llama/llama-recipes/blob/main/recipes/use_cases/customerservice_chatbots/RAG_chatbot/RAG_Chatbot_Example.ipynb) built with Llama 3 on-premises with RAG.   \n",
+        "Gradio is a framework to help demo your machine learning model with a web interface. We also have a dedicated Gradio chatbot [example](https://github.com/meta-llama/llama-cookbook/blob/main/end-to-end-use-cases/customerservice_chatbots/RAG_chatbot/RAG_Chatbot_Example.ipynb) built with Llama 3 on-premises with RAG.   \n",
         "\n",
         "First, let's install Gradio dependencies.\n"
       ]
@@ -491,4 +491,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 2
-}
+}
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