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docs/advanced-analytics/architecture-overview-machine-learning.md

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# Architecture overview for SQL Server Machine Learning Services
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This topic describes the goals of the extensibility framework that supports execution of Python and R script in SQL Server.
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docs/advanced-analytics/common-issues-external-script-execution.md

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# Common issues with external script execution in SQL Server
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This article contains a list of known issues and common problems with running R or Python code in SQL Server.
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docs/advanced-analytics/data-collection-ml-troubleshooting-process.md

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# Troubleshoot data collection for machine learning
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This article discusses the kind of data that you should collect when you attempt to resolve problems with the setup, configuration, or performance of machine learning in SQL Server. Such data includes logs, error messages, and system information.
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docs/advanced-analytics/getting-started-with-machine-learning-services.md

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ms.workload: "On Demand"
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# Getting started with machine learning in SQL Server
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Microsoft provides an integrated, scalable set of machine learning solutions for both on-premises and the cloud:
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docs/advanced-analytics/known-issues-for-sql-server-machine-learning-services.md

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# Known issues in Machine Learning Services
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This article describes known problems or limitations with machine learning components that are provided as an option in SQL Server 2016 and SQL Server 2017.
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docs/advanced-analytics/machine-learning-troubleshooting-faq.md

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# Troubleshoot machine learning
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This article provides troubleshooting information related to setup and configuration of machine learning features in SQL Server. The information includes links to setup guides, known issues, and release notes. Other articles linked to from this article provide advice about performance optimization for machine learning solutions in SQL Server.
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docs/advanced-analytics/new-updated-advanced-analytics.md

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# New and Recently Updated: Advanced Analytics for SQL Server
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Nearly every day Microsoft updates some of its existing articles on its [Docs.Microsoft.com](http://docs.microsoft.com/) documentation website. This article displays excerpts from recently updated articles. Links to new articles might also be listed.
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docs/advanced-analytics/operationalization-with-mrsdeploy.md

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# Deploy and consume analytics using mrsdeploy
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Microsoft R Server includes an operationalization feature, **mrsdeploy**, that supports these tasks:
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docs/advanced-analytics/real-time-scoring.md

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# Realtime scoring
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This topic describes a feature available in SQL Server 2016 and SQL Server 2017 that supports scoring on machine learning models in near realtime.
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docs/advanced-analytics/sql-native-scoring.md

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# Native scoring
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This topic describes features in SQL Server 2017 that provide scoring on machine learning models in near realtime.
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