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articles/ai-services/containers/docker-compose-recipe.md

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ms.service: azure-ai-services
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ms.topic: how-to
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ms.date: 02/22/2024
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ms.date: 11/06/2024
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ms.author: aahi
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# SME: Brendan Walsh

articles/ai-services/content-safety/whats-new.md

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### New features are GA
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The Prompt Shields API and groundedness detection API are now generally available (GA). Follow a quickstart to try them out.
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The Prompt Shields API and Protected Material for text API are now generally available (GA). Follow a quickstart to try them out.
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* [Prompt Shields quickstart](/azure/ai-services/content-safety/quickstart-jailbreak)
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* [Protected Material quickstart](/azure/ai-services/content-safety/quickstart-protected-material?tabs=curl)
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## July 2024

articles/ai-services/create-account-bicep.md

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author: eric-urban
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ms.topic: quickstart
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ms.date: 8/1/2024
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- subject-armqs

articles/ai-services/luis/client-libraries-rest-api.md

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title: "Quickstart: Language Understanding (LUIS) SDK client libraries and REST API"
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description: Create and query a LUIS app with the LUIS SDK client libraries and REST API.
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ms.topic: quickstart
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ms.date: 01/19/2024
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ms.date: 11/06/2024
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ms.service: azure-ai-language
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ms.author: jboback
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ms.subservice: azure-ai-luis
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author: aahill
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author: jboback
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keywords: Azure, artificial intelligence, ai, natural language processing, nlp, LUIS, azure luis, natural language understanding, ai chatbot, chatbot maker, understanding natural language
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ms.devlang: csharp
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# ms.devlang: csharp, javascript, python

articles/ai-services/luis/concepts/entities.md

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titleSuffix: Azure AI services
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description: Entities concepts
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#services: cognitive-services
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ms.author: jboback
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ms.topic: conceptual
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---
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# Entity types
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| Utterance | Intent predicted | Entities extracted | Explanation |
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|--|--|--|--|
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| Hello, how are you? | Greeting | - | Nothing to extract. |
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| I want to order a small pizza | orderPizza | 'small' | 'Size' entity is extracted as 'small'. |
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| Turn off bedroom light | turnOff | 'bedroom' | 'Room' entity is extracted as 'bedroom'. |
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| Check balance in my savings account ending in 4406 | checkBalance | 'savings', '4406' | 'accountType' entity is extracted as 'savings' and 'accountNumber' entity is extracted as '4406'. |
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| Buy 3 tickets to New York | buyTickets | '3', 'New York' | 'ticketsCount' entity is extracted as '3' and 'Destination' entity is extracted as 'New York". |
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| I want to order a small pizza | orderPizza | 'small' | 'Size' entity is extracted as 'small.' |
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| Turn-off bedroom light | turnOff | 'bedroom' | 'Room' entity is extracted as 'bedroom.' |
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| Check balance in my savings account ending in 4406 | checkBalance | 'savings', '4406' | 'accountType' entity is extracted as 'savings' and 'accountNumber' entity is extracted as '4406.' |
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| Buy 3 tickets to New York | buyTickets | '3', 'New York' | 'ticketsCount' entity is extracted as '3' and 'Destination' entity is extracted as 'New York." |
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Entities are optional but recommended. You don't need to create entities for every concept in your app, only when:
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articles/ai-services/luis/index.yml

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ms.date: 11/06/2024
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ms.author: jboback
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author: jboback
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ms.service: azure-ai-language
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ms.subservice: azure-ai-luis

articles/ai-services/luis/luis-container-howto.md

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description: Use the LUIS container to load your trained or published app, and gain access to its predictions on-premises.
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#services: cognitive-services
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author: jboback
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ms.service: azure-ai-language
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keywords: on-premises, Docker, container
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articles/ai-studio/how-to/develop/ai-template-get-started.md

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| Template | App host | Tech stack | Description |
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| ----------- | ----------| ----------- | ------------|
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| [Contoso Chat Retail copilot with Azure AI Studio](https://github.com/Azure-Samples/contoso-chat) | [Azure AI Studio online endpoints](/azure/machine-learning/concept-endpoints-online) | [Azure Cosmos DB](/azure/cosmos-db/index-overview), [Azure Managed Identity](/entra/identity/managed-identities-azure-resources/overview), [Azure OpenAI Service](../../../ai-services/openai/overview.md), [Azure AI Search](/azure/search/search-what-is-azure-search), Bicep | A retailer conversation agent that can answer questions grounded in your product catalog and customer order history. This template uses a retrieval augmented generation architecture with cutting-edge models for chat completion, chat evaluation, and embeddings. Build, evaluate, and deploy, an end-to-end solution with a single command. |
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| [Contoso Chat Retail copilot with Azure AI Studio](https://github.com/Azure-Samples/contoso-chat) | [Azure Container Apps](/azure/container-apps/overview) | [Azure Cosmos DB](/azure/cosmos-db/index-overview), [Azure Managed Identity](/entra/identity/managed-identities-azure-resources/overview), [Azure OpenAI Service](../../../ai-services/openai/overview.md), [Azure AI Search](/azure/search/search-what-is-azure-search), Bicep | A retailer conversation agent that can answer questions grounded in your product catalog and customer order history. This template uses a retrieval augmented generation architecture with cutting-edge models for chat completion, chat evaluation, and embeddings. Build, evaluate, and deploy, an end-to-end solution with a single command. |
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| [Process Automation: speech to text and summarization with Azure AI Studio](https://github.com/Azure-Samples/summarization-openai-python-prompflow) | [Azure AI Studio online endpoints](/azure/machine-learning/concept-endpoints-online) | [Azure Managed Identity](/entra/identity/managed-identities-azure-resources/overview), [Azure OpenAI Service](../../../ai-services/openai/overview.md), [Azure AI speech to text service](../../../ai-services/speech-service/index-speech-to-text.yml), Bicep | An app for workers to report issues via text or speech, translating audio to text, summarizing it, and specify the relevant department. |
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| [Multi-Modal Creative Writing copilot with Dalle](https://github.com/Azure-Samples/agent-openai-python-prompty) | [Azure AI Studio online endpoints](/azure/machine-learning/concept-endpoints-online) | [Azure AI Search](/azure/search/search-what-is-azure-search), [Azure OpenAI Service](../../../ai-services/openai/overview.md), Bicep | demonstrates how to create and work with AI agents. The app takes a topic and instruction input and then calls a research agent, writer agent, and editor agent. |
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| [Assistant API Analytics Copilot with Python and Azure AI Studio](https://github.com/Azure-Samples/assistant-data-openai-python-promptflow) | [Azure AI Studio online endpoints](/azure/machine-learning/concept-endpoints-online) | [Azure Managed Identity](/entra/identity/managed-identities-azure-resources/overview), [Azure AI Search](/azure/search/search-what-is-azure-search), [Azure OpenAI Service](../../../ai-services/openai/overview.md), Bicep| A data analytics chatbot based on the Assistants API. The chatbot can answer questions in natural language, and interpret them as queries on an example sales dataset. |

articles/machine-learning/azure-machine-learning-ci-image-release-notes.md

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Vulnerabiities fixed:
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- CVE-2024-42472
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- CVE-2024-48957
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- CVE-2024-48958
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- CVE-2024-47175
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- CVE-2024-23984
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- CVE-2024-24968
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- CVE-2024-5742
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- CVE-2024-43802
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## September 27, 2024
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Image Version: `24.09.23`

articles/machine-learning/how-to-securely-attach-databricks.md

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## Limitations
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Scenarios where the Azure Machine Learning control plane needs to communicate with the Azure Databricks control plane are not supported. Currently the only scenario we have identified where this is a problem is when using the [DatabrickStep](/python/api/azureml-pipeline-steps/azureml.pipeline.steps.databricks_step.databricksstep) in a machine learning pipeline. To work around this limitation, allows public access to your workspace. This can be either using a workspace that isn't configured with a private link or a workspace with a private link that is [configured to allow public access](how-to-configure-private-link.md#enable-public-access).
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Scenarios where the Azure Machine Learning control plane needs to communicate with the Azure Databricks control plane are not supported. To work around this limitation, allows public access to your workspace. This can be either using a workspace that isn't configured with a private link or a workspace with a private link that is [configured to allow public access](how-to-configure-private-link.md#enable-public-access).
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## Next steps
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* [Manage compute resources for training and deployment](how-to-create-attach-compute-studio.md)
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* [Manage compute resources for training and deployment](how-to-create-attach-compute-studio.md)

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