- name: SQL Server Machine Learning Services documentation
  href: ../machine-learning/index.yml

- name: SQL Server documentation >
  href: ../sql-server/index.yml

- name: Overview
  expanded: true
  items:
  - name: What is Machine Learning Services (Python and R)?
    href: ../machine-learning/what-is-sql-server-machine-learning.md
  - name: What is R Services?
    href: ../machine-learning/r/sql-server-r-services.md
  - name: Standalone server
    href: ../machine-learning/r/r-server-standalone.md
  - name: What's new?
    href: ../machine-learning/what-s-new-in-sql-server-machine-learning-services.md
- name: Install
  items:
  - name: Install ML Services on Windows
    href: ../machine-learning/install/sql-machine-learning-services-windows-install.md
  - name: Install ML Services on Linux
    href: ../linux/sql-server-linux-setup-machine-learning.md?toc=/sql/machine-learning/toc.json
  - name: Install ML Services on Docker
    href: ../linux/sql-server-linux-setup-machine-learning-docker.md?toc=/sql/machine-learning/toc.json
  - name: Isolation changes in SQL Server 2019
    href: ../machine-learning/install/sql-server-machine-learning-services-2019.md
  - name: Install R Services
    href: ../machine-learning/install/sql-r-services-windows-install.md
  - name: Offline install (no internet)
    items:
    - name: Install without internet access
      href: ../machine-learning/install/sql-ml-component-install-without-internet-access.md
    - name: CAB downloads
      href: ../machine-learning/install/sql-ml-cab-downloads.md
  - name: Command prompt setup
    href: ../machine-learning/install/sql-ml-component-commandline-install.md
  - name: Install pre-trained models
    href: ../machine-learning/install/sql-pretrained-models-install.md
  - name: Upgrade Python and R
    href: ../machine-learning/install/upgrade-r-and-python.md
  - name: Azure Data Studio notebooks
    href: ../machine-learning/install/sql-machine-learning-azure-data-studio.md
  - name: Set up a Python client
    href: ../machine-learning/python/setup-python-client-tools-sql.md
  - name: Set up an R client
    href: ../machine-learning/r/set-up-a-data-science-client.md
  - name: Install on Azure VM
    href: ../machine-learning/install/sql-machine-learning-azure-virtual-machine.md
  - name: Install standalone server
    href: ../machine-learning/install/sql-machine-learning-standalone-windows-install.md
- name: Quickstarts
  items:
  - name: Python
    items:
    - name: Run Python scripts
      href: ../machine-learning/tutorials/quickstart-python-create-script.md
    - name: Data structures and objects
      href: ../machine-learning/tutorials/quickstart-python-data-structures.md
    - name: Python functions
      href: ../machine-learning/tutorials/quickstart-python-functions.md
    - name: Train and score a model
      href: ../machine-learning/tutorials/quickstart-python-train-score-model.md
  - name: R
    items:
    - name: Run R scripts
      href: ../machine-learning/tutorials/quickstart-r-create-script.md
    - name: Data types and objects
      href: ../machine-learning/tutorials/quickstart-r-data-types-and-objects.md
    - name: R functions
      href: ../machine-learning/tutorials/quickstart-r-functions.md
    - name: Train and score a model
      href: ../machine-learning/tutorials/quickstart-r-train-score-model.md
- name: Tutorials
  items:
  - name: Python
    items:
    - name: Python tutorials
      href: ../machine-learning/tutorials/python-tutorials.md
    - name: Ski rental (linear regression)
      items:
      - name: 1 - Introduction
        href: ../machine-learning/tutorials/python-ski-rental-linear-regression.md
      - name: 2 - Prepare data
        href: ../machine-learning/tutorials/python-ski-rental-linear-regression-prepare-data.md
      - name: 3 - Train model
        href: ../machine-learning/tutorials/python-ski-rental-linear-regression-train-model.md
      - name: 4 - Deploy model
        href: ../machine-learning/tutorials/python-ski-rental-linear-regression-deploy-model.md
    - name: Categorize customers (k-means clustering)
      items:
      - name: 1 - Introduction
        href: ../machine-learning/tutorials/python-clustering-model.md
      - name: 2 - Prepare the data
        href: ../machine-learning/tutorials/python-clustering-model-prepare-data.md
      - name: 3 - Create the model
        href: ../machine-learning/tutorials/python-clustering-model-build.md
      - name: 4 - Deploy the model
        href: ../machine-learning/tutorials/python-clustering-model-deploy.md
    - name: Create a Python model using revoscalepy
      href: ../machine-learning/tutorials/use-python-revoscalepy-to-create-model.md
    - name: Python for SQL developers
      items:
      - name: 1 - Introduction
        href: ../machine-learning/tutorials/sqldev-in-database-python-for-sql-developers.md
      - name: 2 - Data exploration
        href: ../machine-learning/tutorials/sqldev-py3-explore-and-visualize-the-data.md
      - name: 3 - Feature engineering
        href: ../machine-learning/tutorials/sqldev-py4-create-data-features-using-t-sql.md
      - name: 4 - Train and deploy
        href: ../machine-learning/tutorials/sqldev-py5-train-and-save-a-model-using-t-sql.md
      - name: 5 - Predictions
        href: ../machine-learning/tutorials/sqldev-py6-operationalize-the-model.md
  - name: R
    items:
    - name: R tutorials
      href: ../machine-learning/tutorials/r-tutorials.md
    - name: Create partition-based models
      href: ../machine-learning/tutorials/r-tutorial-create-models-per-partition.md
    - name: Use R in T-SQL
      items:
      - name: 1. Introduction
        href: ../machine-learning/tutorials/sqldev-in-database-r-for-sql-developers.md
      - name: 2. Data exploration
        href: ../machine-learning/tutorials/sqldev-explore-and-visualize-the-data.md
      - name: 3. Feature engineering
        href: ../machine-learning/tutorials/sqldev-create-data-features-using-t-sql.md
      - name: 4. Train and deploy
        href: ../machine-learning/tutorials/sqldev-train-and-save-a-model-using-t-sql.md
      - name: 5. Predictions
        href: ../machine-learning/tutorials/sqldev-operationalize-the-model.md
    - name: Use SQL ML in R tools
      items:
      - name: 1. Introduction
        href: ../machine-learning/tutorials/walkthrough-data-science-end-to-end-walkthrough.md
      - name: 2. Data exploration
        href: ../machine-learning/tutorials/walkthrough-view-and-summarize-data-using-r.md
      - name: 3. Graphs and plots
        href: ../machine-learning/tutorials/walkthrough-create-graphs-and-plots-using-r.md
      - name: 4. Feature engineering
        href: ../machine-learning/tutorials/walkthrough-create-data-features.md
      - name: 5. Build and save the model
        href: ../machine-learning/tutorials/walkthrough-build-and-save-the-model.md
      - name: 6. Deploy and use the model
        href: ../machine-learning/tutorials/walkthrough-deploy-and-use-the-model.md
    - name: RevoScaleR deep dive
      items:
      - name: Introduction
        href: ../machine-learning/tutorials/deepdive-data-science-deep-dive-using-the-revoscaler-packages.md
      - name: 1. Create database and permissions
        href: ../machine-learning/tutorials/deepdive-work-with-sql-server-data-using-r.md
      - name: 2. Create an RxSqlServerData object
        href: ../machine-learning/tutorials/deepdive-create-sql-server-data-objects-using-rxsqlserverdata.md
      - name: 3. Query and modify data
        href: ../machine-learning/tutorials/deepdive-query-and-modify-the-sql-server-data.md
      - name: 4. Define a compute context
        href: ../machine-learning/tutorials/deepdive-define-and-use-compute-contexts.md
      - name: 5. Compute summary statistics
        href: ../machine-learning/tutorials/deepdive-create-and-run-r-scripts.md
      - name: 6. Visualize data
        href: ../machine-learning/tutorials/deepdive-visualize-sql-server-data-using-r.md
      - name: 7. Create models
        href: ../machine-learning/tutorials/deepdive-create-models.md
      - name: 8. Score new data
        href: ../machine-learning/tutorials/deepdive-score-new-data.md
      - name: 9. Transform data
        href: ../machine-learning/tutorials/deepdive-transform-data-using-r.md
      - name: 10. Load data using rxImport
        href: ../machine-learning/tutorials/deepdive-load-data-into-memory-using-rximport.md
      - name: 11. Create a table using rxDataStep
        href: ../machine-learning/tutorials/deepdive-create-new-sql-server-table-using-rxdatastep.md
      - name: 12. Perform chunking analysis
        href: ../machine-learning/tutorials/deepdive-perform-chunking-analysis-using-rxdatastep.md
      - name: 13. Move data with XDF file
        href: ../machine-learning/tutorials/deepdive-move-data-between-sql-server-and-xdf-file.md
      - name: 14. Send custom R using rxExec
        href: ../machine-learning/tutorials/deepdive-custom-r-functions-using-rxexec.md
  - name: Sample data
    items:
    - name: Airline data set
      href: ../machine-learning/tutorials/demo-data-airlinedemo-in-sql.md
    - name: Iris data set
      href: ../machine-learning/tutorials/demo-data-iris-in-sql.md
    - name: NYC Taxi data set
      href: ../machine-learning/tutorials/demo-data-nyctaxi-in-sql.md
- name: Samples >>
  href: https://github.com/Microsoft/sql-server-samples
- name: Solutions
  href: ../machine-learning/tutorials/data-science-scenarios-and-solution-templates.md
- name: Concepts
  items:
  - name: Extensibility framework
    href: ../machine-learning/concepts/extensibility-framework.md
  - name: Python extension
    href: ../machine-learning/concepts/extension-python.md
  - name: R extension
    href: ../machine-learning/concepts/extension-r.md
  - name: Security
    href: ../machine-learning/concepts/security.md
- name: How-to guides
  items:
  - name: Connect
    items:
    - name: Loopback connection
      href: ../machine-learning/connect/loopback-connection.md
    - name: Connect to OLAP from R
      items:
      - name: Use data from OLAP cubes in R
        href: ../machine-learning/r/using-data-from-olap-cubes-in-r.md
      - name: How to create MDX queries using olapR
        href: ../machine-learning/r/how-to-create-mdx-queries-using-olapr.md
  - name: Data exploration and modeling
    items:
    - name: R
      items:
      - name: Load R objects using ODBC
        href: ../machine-learning/r/save-and-load-r-objects-from-sql-server-using-odbc.md
      - name: Predictive modeling with R
        href: ../machine-learning/r/data-exploration-and-predictive-modeling-with-r.md
      - name: Create multiple models using rxExecBy
        href: ../machine-learning/r/creating-multiple-models-using-rxexecby.md
  - name: Data type conversions
    items:
    - name: Python to SQL
      href: ../machine-learning/python/python-libraries-and-data-types.md
    - name: R to SQL
      href: ../machine-learning/r/r-libraries-and-data-types.md
  - name: Deploy
    items:
    - name: Operationalize using stored procedures
      href: ../machine-learning/r/operationalizing-your-r-code.md
    - name: Create SSIS and SSRS workflows with R
      href: ../machine-learning/r/creating-workflows-that-use-r-in-sql-server.md
    - name: Convert R code for SQL Server
      href: ../machine-learning/r/converting-r-code-for-use-in-sql-server.md
    - name: Create a stored procedure using sqlrutils
      href: ../machine-learning/r/how-to-create-a-stored-procedure-using-sqlrutils.md
  - name: Predictions
    items:
    - name: How to generate predictions
      href: ../machine-learning/r/how-to-do-realtime-scoring.md
    - name: Real-time scoring with sp_rxPredict
      href: ../machine-learning/real-time-scoring.md
    - name: Native scoring with PREDICT T-SQL
      href: ../machine-learning/sql-native-scoring.md
  - name: Package management
    items:
    - name: Install new Python packages
      items:
      - name: Get Python package information
        href: ../machine-learning/package-management/python-package-information.md
      - name: Install with sqlmlutils
        href: ../machine-learning/package-management/install-additional-python-packages-on-sql-server.md
      - name: Install with Python tools
        href: ../machine-learning/package-management/install-python-packages-standard-tools.md
    - name: Install new R packages
      items:
      - name: Get R package information
        href: ../machine-learning/package-management/r-package-information.md
      - name: Install with R tools
        href: ../machine-learning/package-management/install-r-packages-standard-tools.md
      - name: Install with sqlmlutils
        href: ../machine-learning/package-management/install-additional-r-packages-on-sql-server.md
      - name: Install with T-SQL
        href: ../machine-learning/package-management/install-r-packages-with-tsql.md
      - name: Use RevoScaleR
        items:
        - name: Install with RevoScaleR
          href: ../machine-learning/package-management/install-r-packages-with-revoscaler.md
        - name: Enable remote R management
          href: ../machine-learning/package-management/r-package-how-to-enable-or-disable.md
        - name: Synchronize R packages
          href: ../machine-learning/package-management/package-install-uninstall-and-sync.md
      - name: Create a miniCRAN repo
        href: ../machine-learning/package-management/create-a-local-package-repository-using-minicran.md
      - name: Tips for using R packages
        href: ../machine-learning/package-management/tips-for-using-r-packages.md
  - name: Administration
    items:
    - name: Monitor
      items:
      - name: Monitor using SSMS reports
        href: ../machine-learning/administration/monitor-sql-server-machine-learning-services-using-custom-reports-management-studio.md
      - name: Monitor using DMVs
        href: ../machine-learning/administration/monitor-sql-server-machine-learning-services-using-dynamic-management-views.md
      - name: Extended events
        items:
        - name: Monitor using extended events
          href: ../machine-learning/administration/extended-events.md
        - name: Monitor PREDICT T-SQL
          href: ../machine-learning/administration/extended-events-predict-tsql.md
    - name: Scale script execution
      href: ../machine-learning/administration/scale-concurrent-execution-external-scripts.md
    - name: Resource governor
      items:
      - name: Use resource governor
        href: ../machine-learning/administration/resource-governor.md
      - name: Create a resource pool
        href: ../machine-learning/administration/create-external-resource-pool.md
  - name: Security
    items:
    - name: Give users permission
      href: ../machine-learning/security/user-permission.md
    - name: Configure Launchpad
      href: ../machine-learning/security/sql-server-launchpad-service-account.md
    - name: Configure firewall
      href: ../machine-learning/security/firewall-configuration.md
    - name: Create a login for SQLRUserGroup
      href: ../machine-learning/security/create-a-login-for-sqlrusergroup.md
  - name: Performance
    items:
    - name: R
      items:
      - name: Performance tuning overview in R
        href: ../machine-learning/r/sql-server-r-services-performance-tuning.md
      - name: Performance tuning server configuration
        href: ../machine-learning/r/sql-server-configuration-r-services.md
      - name: Performance tuning - data optimization in R
        href: ../machine-learning/r/r-and-data-optimization-r-services.md
      - name: Performance tuning for results in R
        href: ../machine-learning/r/performance-case-study-r-services.md
      - name: Use R code profiling functions
        href: ../machine-learning/r/using-r-code-profiling-functions.md
- name: Reference
  items:
  - name: Python packages
    items:
    - name: revoscalepy
      href: ../machine-learning/python/ref-py-revoscalepy.md
    - name: microsoftml
      href: ../machine-learning/python/ref-py-microsoftml.md
  - name: R packages
    items:
    - name: RevoScaleR
      href: ../machine-learning/r/ref-r-revoscaler.md
    - name: MicrosoftML
      href: ../machine-learning/r/ref-r-microsoftml.md
    - name: olapR
      href: ../machine-learning/r/ref-r-olapr.md
    - name: sqlrutils
      href: ../machine-learning/r/ref-r-sqlrutils.md
- name: Resources
  items:
  - name: Release notes >
    href: ../sql-server/sql-server-2017-release-notes.md?toc=../toc.json
  - name: Troubleshooting
    items:
    - name: Troubleshooting overview
      href: ../machine-learning/machine-learning-troubleshooting-faq.md
    - name: Known issues
      href: ../machine-learning/known-issues-for-sql-server-machine-learning-services.md
    - name: Data collection
      href: ../machine-learning/data-collection-ml-troubleshooting-process.md
    - name: Install and upgrade errors
      href: ../machine-learning/r/upgrade-and-installation-faq-sql-server-r-services.md
    - name: Launchpad and external script execution errors
      href: ../machine-learning/common-issues-external-script-execution.md
    - name: R scripting errors
      href: ../machine-learning/r-script-execution-errors.md