### YamlMime:Landing

title: SQL Server Machine Learning Services (Python and R) documentation
summary: Learn how to use SQL Server Machine Learning Services to run Python and R scripts on relational data. Tutorials, code examples, installation guides, and other documentation show you how.

metadata:
  title: SQL Server Machine Learning Services (Python, R) documentation - Tutorials, quickstarts, and install guides
  description: Learn how to use SQL Server Machine Learning Services to run Python and R scripts on relational data. Tutorials, code examples, installation guides, and other documentation show you how.
  ms.prod: sql
  ms.technology: machine-learning
  ms.topic: landing-page 
  author: dphansen
  ms.author: davidph
  ms.date: 09/12/2019 

landingContent:
  - title: About Machine Learning Services
    linkLists:
      - linkListType: overview
        links:
          - text: What is SQL Server Machine Learning Services (Python and R)?
            url: what-is-sql-server-machine-learning.md
      - linkListType: whats-new
        links:
          - text: What's new in Machine Learning Services?
            url: what-s-new-in-sql-server-machine-learning-services.md
      - linkListType: video
        links:
          - text: How to Execute R/Python in SQL Server with Machine Learning Services
            url: https://www.youtube.com/watch?v=ACejZ9optCQ

  - title: Get started with Python
    linkLists:
      - linkListType: quickstart
        links:
          - text: Run a "Hello world" Python script on SQL Server
            url: tutorials/quickstart-python-create-script.md
          - text: Handle inputs and outputs
            url: tutorials/quickstart-python-create-script.md#use-inputs-and-outputs
          - text: Use Python data structures in SQL Server
            url: tutorials/quickstart-python-data-structures.md
          - text: Train and use your first model
            url: tutorials/quickstart-python-train-score-model.md
      - linkListType: tutorial
        links:
          - text: Predict ski rental with linear regression
            url: tutorials/python-ski-rental-linear-regression.md
          - text: Categorizing customers using k-means clustering
            url: tutorials/python-clustering-model.md

  - title: Get started with R
    linkLists:
      - linkListType: quickstart
        links:
          - text: Run a "Hello world" R script on SQL Server
            url: tutorials/quickstart-r-create-script.md
          - text: Handle inputs and outputs
            url: tutorials/quickstart-r-create-script.md#use-inputs-and-outputs
          - text: Use R data structures in SQL Server
            url: tutorials/quickstart-r-data-types-and-objects.md
          - text: Train and use your first model
            url: tutorials/quickstart-r-train-score-model.md
      - linkListType: tutorial
        links:
          - text: Use R in T-SQL
            url: tutorials/sqldev-in-database-r-for-sql-developers.md
          - text: Use Machine Learning Services in R tools
            url: tutorials/walkthrough-data-science-end-to-end-walkthrough.md

  - title: Install Machine Learning Services
    linkLists:
      - linkListType: get-started
        links:
          - text: Install Machine Learning Services on Windows
            url: install/sql-machine-learning-services-windows-install.md
          - text: Install Machine Learning Services on Linux
            url: ../linux/sql-server-linux-setup-machine-learning.md?toc=/sql/machine-learning/toc.json
      - linkListType: how-to-guide
        links:
          - text: Set up a Python client
            url: python/setup-python-client-tools-sql.md
          - text: Set up an R client
            url: r/set-up-a-data-science-client.md

  - title: Architecture and security
    linkLists:
      - linkListType: architecture
        links:
          - text: Extensibility framework
            url: concepts/extensibility-framework.md
          - text: Python extension
            url: concepts/extension-python.md
          - text: R extension
            url: concepts/extension-r.md
      - linkListType: concept
        links:
          - text: Security for the extensibility framework
            url: concepts/security.md

  - title: Manage Python and R packages
    linkLists:
      - linkListType: how-to-guide
        links:
          - text: Get Python package information
            url: package-management/python-package-information.md
          - text: Install Python packages with sqlmlutils
            url: package-management/install-additional-python-packages-on-sql-server.md
          - text: Get R package information
            url: package-management/r-package-information.md
          - text: Install new R packages with sqlmlutils
            url: package-management/install-additional-r-packages-on-sql-server.md