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Year old rebrand and Azure terminology
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articles/ai-services/Anomaly-Detector/overview.md

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[!INCLUDE [Deprecation announcement](includes/deprecation.md)]
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Anomaly Detector is an AI service with a set of APIs, which enables you to monitor and detect anomalies in your time series data with little machine learning (ML) knowledge, either batch validation or real-time inference.
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This documentation contains the following types of articles:

articles/ai-services/LUIS/what-is-luis.md

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[!INCLUDE [deprecation notice](./includes/deprecation-notice.md)]
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Language Understanding (LUIS) is a cloud-based conversational AI service that applies custom machine-learning intelligence to a user's conversational, natural language text to predict overall meaning, and pull out relevant, detailed information. LUIS provides access through its [custom portal](https://www.luis.ai), [APIs][endpoint-apis] and [SDK client libraries](client-libraries-rest-api.md).
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For first time users, follow these steps to [sign in to LUIS portal](how-to/sign-in.md "sign in to LUIS portal")

articles/ai-services/computer-vision/overview.md

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# What is Azure AI Vision?
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Azure's Azure AI Vision service gives you access to advanced algorithms that process images and return information based on the visual features you're interested in.
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| Service|Description|

articles/ai-services/immersive-reader/overview.md

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# What is Azure AI Immersive Reader?
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[Immersive Reader](https://www.onenote.com/learningtools), part of [Azure AI services](../../ai-services/what-are-ai-services.md), is an inclusively designed tool that implements proven techniques to improve reading comprehension for new readers, language learners, and people with learning differences such as dyslexia. With the Immersive Reader client library, you can leverage the same technology used in Microsoft Word and Microsoft OneNote to improve your web applications.
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This documentation contains the following types of articles:

articles/ai-services/includes/rebrand-note.md

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articles/ai-services/language-service/overview.md

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# What is Azure AI Language?
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Azure AI Language is a cloud-based service that provides Natural Language Processing (NLP) features for understanding and analyzing text. Use this service to help build intelligent applications using the web-based Language Studio, REST APIs, and client libraries.
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## Available features

articles/ai-services/metrics-advisor/overview.md

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[!INCLUDE [Deprecation announcement](includes/deprecation.md)]
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Metrics Advisor is a part of [Azure AI services](../../ai-services/what-are-ai-services.md) that uses AI to perform data monitoring and anomaly detection in time series data. The service automates the process of applying models to your data, and provides a set of APIs and a web-based workspace for data ingestion, anomaly detection, and diagnostics - without needing to know machine learning. Developers can build AIOps, predicative maintenance, and business monitor applications on top of the service. Use Metrics Advisor to:
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* Analyze multi-dimensional data from multiple data sources

articles/ai-services/personalizer/what-is-personalizer.md

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[!INCLUDE [Deprecation announcement](includes/deprecation.md)]
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Azure AI Personalizer is an AI service that your applications make smarter decisions at scale using **reinforcement learning**. Personalizer processes information about the state of your application, scenario, and/or users (*contexts*), and a set of possible decisions and related attributes (*actions*) to determine the best decision to make. Feedback from your application (*rewards*) is sent to Personalizer to learn how to improve its decision-making ability in near-real time.
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Personalizer can determine the best actions to take in a variety of scenarios:

articles/ai-services/qnamaker/Overview/overview.md

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[!INCLUDE [Custom question answering](../includes/new-version.md)]
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QnA Maker is a cloud-based Natural Language Processing (NLP) service that allows you to create a natural conversational layer over your data. It is used to find the most appropriate answer for any input from your custom knowledge base (KB) of information.
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QnA Maker is commonly used to build conversational client applications, which include social media applications, chat bots, and speech-enabled desktop applications.

articles/ai-services/translator/translator-faq.md

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# Frequently asked questions—Translator API
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## How does Translator count characters?
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Translator counts every code point defined in Unicode as a character. Each translation counts as a separate translation, even if the request was made in a single API call translating to multiple languages. The length of the response doesn't matter and the number of requests, words, bytes, or sentences isn't relevant to character count.

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