feat: add Azure AI Search Integration with Mistral RAG

README.md

@@ -3,53 +3,57 @@
 The Mistral Cookbook features examples contributed by our community and partners. If you have cool examples showcasing Mistral models, feel free to share them by submitting a PR to this repo.
 
 ## Submission Guidelines:
+
 - File Format: Please submit your example in the .md or .ipynb format.
 - Runnable on Colab: If you're sharing a notebook example, try to make sure it's runnable on Google Colab.
 - Authorship: Kindly include your name and affiliation at the beginning of the file.
-- Descriptions: Please include your notebook along with its category and descriptions in the table below. 
+- Descriptions: Please include your notebook along with its category and descriptions in the table below.
 - Tone: Kindly maintain a neural tone and minimize any excessive marketing materials.
 - Reproducibility: To ensure others can reproduce your work, kindly tag package versions in your code.
 - Image size: If you have images, please make sure each image's size is below 500KB.
-- Copyright: Always respect copyright and intellectual property laws. 
+- Copyright: Always respect copyright and intellectual property laws.
 
-Disclaimer: Examples contributed by the community and partners do not represent Mistral's views and opinions. 
+Disclaimer: Examples contributed by the community and partners do not represent Mistral's views and opinions.
 
+## Content Guidelines:
 
-## Content Guidelines: 
 - Originality: Is your content original and offering a fresh perspective?
 - Clear: Is your content well-structured and clearly written?
-- Value: Is your content valuable to the community? Does the community need it? 
+- Value: Is your content valuable to the community? Does the community need it?
 
 ## Main Notebooks
-Notebook |Category| Description
-:- | :-| :-
-[quickstart.ipynb](https://github.com/mistralai/cookbook/blob/main/quickstart.ipynb) | chat, embeddings| Basic quickstart with chat and embeddings with Mistral AI API
-[prompting_capabilities.ipynb](https://github.com/mistralai/cookbook/blob/main/prompting_capabilities.ipynb) | prompting| Write prompts for classification, summarization, personalization, and evaluation
-[basic_RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/basic_RAG.ipynb) | RAG| RAG from scratch with Mistral AI API
-[embeddings.ipynb](https://github.com/mistralai/cookbook/blob/main/embeddings.ipynb) | embeddings| Use Mistral embeddings API for classification and clustering
-[function_calling.ipynb](https://github.com/mistralai/cookbook/blob/main/function_calling.ipynb) | function calling| Use Mistral API for function calling
-[evaluation.ipynb](https://github.com/mistralai/cookbook/blob/main/evaluation.ipynb) | evaluation| Evaluate models with Mistral API
-[mistral_finetune_api.ipynb](https://github.com/mistralai/cookbook/blob/main/mistral_finetune_api.ipynb) | fine-tuning| Finetune a model with Mistral fine-tuning API
+
+| Notebook | Category | Description |
+| :----------------------------------------------------------------------------------------------------------- | :--------------- | :------------------------------------------------------------------------------- |
+| [quickstart.ipynb](https://github.com/mistralai/cookbook/blob/main/quickstart.ipynb) | chat, embeddings | Basic quickstart with chat and embeddings with Mistral AI API |
+| [prompting_capabilities.ipynb](https://github.com/mistralai/cookbook/blob/main/prompting_capabilities.ipynb) | prompting | Write prompts for classification, summarization, personalization, and evaluation |
+| [basic_RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/basic_RAG.ipynb) | RAG | RAG from scratch with Mistral AI API |
+| [embeddings.ipynb](https://github.com/mistralai/cookbook/blob/main/embeddings.ipynb) | embeddings | Use Mistral embeddings API for classification and clustering |
+| [function_calling.ipynb](https://github.com/mistralai/cookbook/blob/main/function_calling.ipynb) | function calling | Use Mistral API for function calling |
+| [evaluation.ipynb](https://github.com/mistralai/cookbook/blob/main/evaluation.ipynb) | evaluation | Evaluate models with Mistral API |
+| [mistral_finetune_api.ipynb](https://github.com/mistralai/cookbook/blob/main/mistral_finetune_api.ipynb) | fine-tuning | Finetune a model with Mistral fine-tuning API |
 
 ## Third Party Tools
-Tools |Category| Party
-:- | :-| :-
-[haystack_chat_with_docs.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Haystack/haystack_chat_with_docs.ipynb) | RAG, embeddings | Haystack
-[adaptive_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/adaptive_rag_mistral.ipynb) | RAG | Langchain
-[corrective_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/adaptive_rag_mistral.ipynb) | RAG | Langchain
-[langgraph_code_assistant.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/langgraph_code_assistant.ipynb) | code| Langchain
-[langgraph_crag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/langgraph_crag_mistral.ipynb) | RAG | Langchain
-[self_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/self_rag_mistral.ipynb) | RAG | Langchain
-[Adaptive_RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/Adaptive_RAG.ipynb) | RAG| LLamaIndex
-[Agents_Tools.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/Agents_Tools.ipynb) | agent| LLamaIndex
-[llamaindex_agentic_rag.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/llamaindex_agentic_rag.ipynb) | RAG, agent| LLamaIndex
-[RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RAG.ipynb) | RAG| LLamaIndex
-[RouterQueryEngine.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RouterQueryEngine.ipynb) | agent| LLamaIndex
-[SubQuestionQueryEngine.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RouterQueryEngine.ipynb) | agent| LLamaIndex
-[neon_text_to_sql.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Neon/neon_text_to_sql.ipynb) | code| Neon
-[Ollama Meetup Demo](https://github.com/mistralai/cookbook/blob/main/third_party/Ollama/20240321_ollama_meetup) | demo| Ollama
-[arize_phoenix_tracing.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Phoenix/arize_phoenix_tracing.ipynb) | tracing data| Phoenix
-[pinecone_rag.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Pinecone/pinecone_rag.ipynb) | RAG| Pinecone
-[Gradio Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/gradio/README.md) | demo, RAG| Gradio
-[Panel Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/panel/README.md) | demo, RAG| Panel
-[Streamlit Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/streamlit/README.md) | demo, RAG| Streamlit
+
+| Tools | Category | Party |
+| :----------------------------------------------------------------------------------------------------------------------------------------------- | :-------------- | :--------- |
+| [azure_ai_search_rag.ipynb](https://github.com/farzad528/mistralai-cookbook/blob/main/third_party/Azure%20AI%20Search/azure_ai_search_rag.ipynb) | RAG, embeddings | Azure |
+| [haystack_chat_with_docs.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Haystack/haystack_chat_with_docs.ipynb) | RAG, embeddings | Haystack |
+| [adaptive_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/adaptive_rag_mistral.ipynb) | RAG | Langchain |
+| [corrective_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/adaptive_rag_mistral.ipynb) | RAG | Langchain |
+| [langgraph_code_assistant.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/langgraph_code_assistant.ipynb) | code | Langchain |
+| [langgraph_crag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/langgraph_crag_mistral.ipynb) | RAG | Langchain |
+| [self_rag_mistral.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Langchain/self_rag_mistral.ipynb) | RAG | Langchain |
+| [Adaptive_RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/Adaptive_RAG.ipynb) | RAG | LLamaIndex |
+| [Agents_Tools.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/Agents_Tools.ipynb) | agent | LLamaIndex |
+| [llamaindex_agentic_rag.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/llamaindex_agentic_rag.ipynb) | RAG, agent | LLamaIndex |
+| [RAG.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RAG.ipynb) | RAG | LLamaIndex |
+| [RouterQueryEngine.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RouterQueryEngine.ipynb) | agent | LLamaIndex |
+| [SubQuestionQueryEngine.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/LlamaIndex/RouterQueryEngine.ipynb) | agent | LLamaIndex |
+| [neon_text_to_sql.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Neon/neon_text_to_sql.ipynb) | code | Neon |
+| [Ollama Meetup Demo](https://github.com/mistralai/cookbook/blob/main/third_party/Ollama/20240321_ollama_meetup) | demo | Ollama |
+| [arize_phoenix_tracing.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Phoenix/arize_phoenix_tracing.ipynb) | tracing data | Phoenix |
+| [pinecone_rag.ipynb](https://github.com/mistralai/cookbook/blob/main/third_party/Pinecone/pinecone_rag.ipynb) | RAG | Pinecone |
+| [Gradio Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/gradio/README.md) | demo, RAG | Gradio |
+| [Panel Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/panel/README.md) | demo, RAG | Panel |
+| [Streamlit Integration - Chat with PDF](https://github.com/mistralai/cookbook/blob/main/third_party/streamlit/README.md) | demo, RAG | Streamlit |