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articles/search/samples-python.md

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@@ -51,7 +51,7 @@ Code samples from the Azure AI Search team demonstrate features and workflows. M
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| Samples | Article |
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|---------|---------|
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| [quickstart](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/Quickstart/v11) | Source code for the Python portion of [Quickstart: Full text search using the Azure SDKs](search-get-started-text.md). This article covers the basic workflow for creating, loading, and querying a search index using sample data. |
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| [quickstart-semantic-search](https://github.com/Azure-Samples/azure-search-python-samples/blob/main/quickstart-semantic-search/) | [Quickstart: Semantic ranking using the Azure SDKs](search-get-started-semantic.md) | Shows the index schema and query request for invoking semantic ranking. |
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| [quickstart-semantic-search](https://github.com/Azure-Samples/azure-search-python-samples/blob/main/quickstart-semantic-search/) | Source code for the Python portion of [Quickstart: Semantic ranking using the Azure SDKs](search-get-started-semantic.md). It shows the index schema and query request for invoking semantic ranking. |
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| [search-website-functions-v4](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/search-website-functions-v4) | Source code for [Tutorial: Add search to web apps](tutorial-python-overview.md). Demonstrates an end-to-end search app that includes a rich client plus components for hosting the app and handling search requests.|
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| [tutorial-ai-enrichment](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/Tutorial-AI-Enrichment) | Source code for [Tutorial: Use Python and AI to generate searchable content from Azure blobs](cognitive-search-tutorial-blob-python.md). This article shows how to create a blob indexer with a cognitive skillset, where the skillset creates and transforms raw content to make it searchable or consumable. |
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| Repository | Description |
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|------------|-------------|
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| [**azure-search-vector-python-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Uses the **azure.search.documents** library in the Azure SDK for Python to create, load, and query a vector store. |
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| [**azure-search-integrated-vectorization-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-integrated-vectorization-sample.ipynb) | Extends the vector store workflow to include integrated data chunking and embedding. |
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| [**azure-search-vector-image-index-creation-python-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-index-creation-python-sample.ipynb) | Demonstrates image embedding. |
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| [**azure-search-vector-image-python-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Demonstrates image retrieval. |
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| [**azure-search-vector-python-huggingface-model-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-huggingface-model-sample.ipynb) | Hugging Face integration. |
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| [**azure-search-vector-python-langchain-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-langchain-sample.ipynb) | LangChain integration. |
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| [**azure-search-vector-python-llamaindex-sample.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-llamaindex-sample.ipynb) | Llamaindex integration. |
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| [**azure-search-openai-demo**](https://github.com/Azure-Samples/azure-search-openai-demo/blob/main/README.md) | ChatGPT + Enterprise data with Azure OpenAI Python code showing how to use Azure AI Search with the large language models in Azure OpenAI. For background, see this Tech Community blog post: [Revolutionize your Enterprise Data with ChatGPT](https://techcommunity.microsoft.com/t5/ai-applied-ai-blog/revolutionize-your-enterprise-data-with-chatgpt-next-gen-apps-w/ba-p/3762087). |
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| [azure-search-vector-python-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Uses the **azure.search.documents** library in the Azure SDK for Python to create, load, and query a vector store. |
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| [azure-search-integrated-vectorization-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-integrated-vectorization-sample.ipynb) | Extends the vector store workflow to include integrated data chunking and embedding. |
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| [azure-search-vector-image-index-creation-python-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-index-creation-python-sample.ipynb) | Demonstrates image embedding. |
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| [azure-search-vector-image-python-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Demonstrates image retrieval. |
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| [azure-search-vector-python-huggingface-model-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-huggingface-model-sample.ipynb) | Hugging Face integration. |
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| [azure-search-vector-python-langchain-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-langchain-sample.ipynb) | LangChain integration. |
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| [azure-search-vector-python-llamaindex-sample.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-vector-python-llamaindex-sample.ipynb) | Llamaindex integration. |
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| [azure-search-openai-demo](https://github.com/Azure-Samples/azure-search-openai-demo/blob/main/README.md) | ChatGPT + Enterprise data with Azure OpenAI Python code showing how to use Azure AI Search with the large language models in Azure OpenAI. For background, see this Tech Community blog post: [Revolutionize your Enterprise Data with ChatGPT](https://techcommunity.microsoft.com/t5/ai-applied-ai-blog/revolutionize-your-enterprise-data-with-chatgpt-next-gen-apps-w/ba-p/3762087). |
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## Other samples
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The following samples are also published by the Azure AI Search team, but aren't referenced in documentation. Associated readme files provide usage instructions.
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| Repository | Description |
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|------------|-------------|
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| [**azure-search-backup-and-restore.ipynb**](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-backup-and-restore.ipynb) | Uses the **azure.search.documents** library in the Azure SDK for Python to make a local copy of the retrievable fields of a search index, and then push those fields to a new search index. |
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| [azure-search-backup-and-restore.ipynb](https://github.com/Azure/azure-search-vector-samples/blob/main/demo-python/code/azure-search-backup-and-restore.ipynb) | Uses the **azure.search.documents** library in the Azure SDK for Python to make a local copy of the retrievable fields of a search index, and then push those fields to a new search index. |
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> [!TIP]
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> Try the [Samples browser](/samples/browse/?languages=python&products=azure-cognitive-search) to search for Microsoft code samples in GitHub, filtered by product, service, and language.

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