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.openpublishing.redirection.json

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"redirect_url": "/sql/machine-learning/r/set-up-a-data-science-client",
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"redirect_document_id": true
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},
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{
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"source_path": "docs/sql/machine-learning/r/set-up-a-data-science-client.md",
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"redirect_url": "/sql/machine-learning/r/set-up-data-science-client",
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"redirect_document_id": true
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},
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{
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"source_path": "docs/advanced-analytics/r/sql-server-configuration-r-services.md",
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"redirect_url": "/sql/machine-learning/r/sql-server-configuration-r-services",

docs/machine-learning/install/sql-machine-learning-standalone-windows-install.md

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## Development tools
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A development IDE is not installed as part of setup. For more information about configuring a development environment, see [Set up R tools](../r/set-up-a-data-science-client.md) and [Set up Python tools](../python/setup-python-client-tools-sql.md).
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A development IDE is not installed as part of setup. For more information about configuring a development environment, see [Set up R tools](../r/set-up-data-science-client.md) and [Set up Python tools](../python/setup-python-client-tools-sql.md).
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## Next steps
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docs/machine-learning/r/r-server-standalone.md

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On a standalone server, it's common to work locally using a development installed on the same computer.
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+ [Set up R tools](set-up-a-data-science-client.md)
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+ [Set up R tools](set-up-data-science-client.md)
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+ [Set up Python tools](../python/setup-python-client-tools-sql.md)
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### Step 3: Write your first script

docs/machine-learning/r/ref-r-microsoftml.md

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@@ -24,7 +24,7 @@ The **MicrosoftML** package is based on R 3.5.2 and available only when you inst
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+ [SQL Server 2016 R Services](../install/sql-r-services-windows-install.md)
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+ [SQL Server Machine Learning Services](../install/sql-machine-learning-services-windows-install.md)
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+ [Microsoft R client](set-up-a-data-science-client.md)
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+ [Microsoft R client](set-up-data-science-client.md)
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> [!NOTE]
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> Full product release versions are Windows-only in SQL Server 2017. Both Windows and Linux are supported for **MicrosoftML** in [SQL Server 2019](../../linux/sql-server-linux-setup-machine-learning.md).

docs/machine-learning/r/ref-r-revoscaler.md

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@@ -31,7 +31,7 @@ The **RevoScaleR** package is based on R 3.4.3 and available only when you insta
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+ [SQL Server 2016 R Services](../install/sql-r-services-windows-install.md)
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+ [SQL Server Machine Learning Services](../install/sql-machine-learning-services-windows-install.md)
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+ [Microsoft R client](set-up-a-data-science-client.md)
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+ [Microsoft R client](set-up-data-science-client.md)
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> [!NOTE]
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> Full product release versions are Windows-only in SQL Server 2017. Both Windows and Linux are supported for **RevoScaleR** in [SQL Server 2019](../../linux/sql-server-linux-setup-machine-learning.md).

docs/machine-learning/r/set-up-a-data-science-client.md renamed to docs/machine-learning/r/set-up-data-science-client.md

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docs/machine-learning/r/sql-server-r-services.md

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@@ -51,7 +51,7 @@ There are two ways to execute R scripts in R Services:
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+ The most common way is to use the T-SQL stored procedure [sp_execute_external_script](../../relational-databases/system-stored-procedures/sp-execute-external-script-transact-sql.md).
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+ You can also use your preferred R client and write scripts that push the execution (referred to as a *remote compute context*) to a remote SQL Server. See how to [set up a data science client R development](../r/set-up-a-data-science-client.md) for more information.
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+ You can also use your preferred R client and write scripts that push the execution (referred to as a *remote compute context*) to a remote SQL Server. See how to [set up a data science client R development](../r/set-up-data-science-client.md) for more information.
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<a name="version"></a>
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| [RevoScaleR](../r/ref-r-revoscaler.md) | The primary package for scalable R. Data transformations and manipulation, statistical summarization, visualization, and many forms of modeling. Additionally, functions in this package automatically distribute workloads across available cores for parallel processing. |
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| [MicrosoftML (R)](../r/ref-r-microsoftml.md) | Adds machine learning algorithms to create custom models for text analysis, image analysis, and sentiment analysis. |
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| [olapR](../r/ref-r-olapr.md) | R functions used for MDX queries against a SQL Server Analysis Services OLAP cube. |
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| [sqlrutils](../r/ref-r-sqlrutils.md) | A mechanism to use R scripts in a T-SQL stored procedure, register that stored procedure with a database, and run the stored procedure from an [R development environment](../r/set-up-a-data-science-client.md). |
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| [sqlrutils](../r/ref-r-sqlrutils.md) | A mechanism to use R scripts in a T-SQL stored procedure, register that stored procedure with a database, and run the stored procedure from an [R development environment](../r/set-up-data-science-client.md). |
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| [Microsoft R Open](https://mran.microsoft.com/rro) | Microsoft R Open (MRO) is the enhanced distribution of R from Microsoft. It is a complete open-source platform for statistical analysis and data science. It is based on and 100% compatible with R, and includes additional capabilities for improved performance and reproducibility. |
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## How do I get started with R Services?
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1. Configure your development tools. You can use:
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+ [Azure Data Studio](../../azure-data-studio/what-is-azure-data-studio.md) or [SQL Server Management Studio (SSMS)](../../ssms/sql-server-management-studio-ssms.md) to use T-SQL and the stored procedure [sp_execute_external_script](../../relational-databases/system-stored-procedures/sp-execute-external-script-transact-sql.md) to execute your R script.
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+ R on your own development laptop or workstation to execute scripts. You can either pull data down locally or push the execution remotely to SQL Server with [RevoScaleR](../r/ref-r-revoscaler.md). See how to [set up a data science client R development](../r/set-up-a-data-science-client.md) for more information.
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+ R on your own development laptop or workstation to execute scripts. You can either pull data down locally or push the execution remotely to SQL Server with [RevoScaleR](../r/ref-r-revoscaler.md). See how to [set up a data science client R development](../r/set-up-data-science-client.md) for more information.
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1. Write your first R script
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## Next steps
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+ [Install SQL Server 2016 R Services](../install/sql-r-services-windows-install.md)
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+ [Set up a data science client for R development](../r/set-up-a-data-science-client.md)
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+ [Set up a data science client for R development](../r/set-up-data-science-client.md)

docs/machine-learning/sql-server-machine-learning-services.md

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| R | [RevoScaleR](r/ref-r-revoscaler.md) | The primary package for scalable R. Data transformations and manipulation, statistical summarization, visualization, and many forms of modeling. Additionally, functions in this package automatically distribute workloads across available cores for parallel processing. |
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| R | [MicrosoftML (R)](r/ref-r-microsoftml.md) | Adds machine learning algorithms to create custom models for text analysis, image analysis, and sentiment analysis. |
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| R | [olapR](r/ref-r-olapr.md) | R functions used for MDX queries against a SQL Server Analysis Services OLAP cube. |
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| R | [sqlrutils](r/ref-r-sqlrutils.md) | A mechanism to use R scripts in a T-SQL stored procedure, register that stored procedure with a database, and run the stored procedure from an [R development environment](r/set-up-a-data-science-client.md). |
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| R | [sqlrutils](r/ref-r-sqlrutils.md) | A mechanism to use R scripts in a T-SQL stored procedure, register that stored procedure with a database, and run the stored procedure from an [R development environment](r/set-up-data-science-client.md). |
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| R | [Microsoft R Open](https://mran.microsoft.com/rro) | Microsoft R Open (MRO) is the enhanced distribution of R from Microsoft. It is a complete open-source platform for statistical analysis and data science. It is based on and 100% compatible with R, and includes additional capabilities for improved performance and reproducibility. |
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For more information on which packages are installed with Machine Learning Services and how to install other packages, see:

docs/machine-learning/toc.yml

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- name: Set up a Python client
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href: ../machine-learning/python/setup-python-client-tools-sql.md
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- name: Set up an R client
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href: ../machine-learning/r/set-up-a-data-science-client.md
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href: ../machine-learning/r/set-up-data-science-client.md
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- name: Install on Azure VM
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href: ../machine-learning/install/sql-machine-learning-azure-virtual-machine.md
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- name: Install standalone server

docs/machine-learning/tutorials/deepdive-create-sql-server-data-objects-using-rxsqlserverdata.md

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Sample data is simulated credit card fraud data (the ccFraud dataset), partitioned into training and scoring datasets. The data file is included in **RevoScaleR**.
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Use an R IDE or **Rgui** to complete these taks. Be sure to use the R executables found at this location: C:\Program Files\Microsoft\R Client\R_SERVER\bin\x64 (either Rgui.exe if you are using that tool, or an R IDE pointing to C:\Program Files\Microsoft\R Client\R_SERVER). Having an [R client workstation](../r/set-up-a-data-science-client.md) with these executables is considered a prerequisite of this tutorial.
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Use an R IDE or **Rgui** to complete these taks. Be sure to use the R executables found at this location: C:\Program Files\Microsoft\R Client\R_SERVER\bin\x64 (either Rgui.exe if you are using that tool, or an R IDE pointing to C:\Program Files\Microsoft\R Client\R_SERVER). Having an [R client workstation](../r/set-up-data-science-client.md) with these executables is considered a prerequisite of this tutorial.
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## Create the training data table
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