index.yml

### YamlMime:Landing

title: SQL machine learning documentation
summary: Learn how to use machine learning on SQL to run Python and R on relational data, both on-premises and in the cloud. Tutorials, code examples, installation guides, and other documentation show you how to use SQL machine learning.

metadata:
  title: SQL machine learning documentation - Tutorials and install guides
  description: Learn how to use machine learning on SQL to run Python and R on relational data, both on-premises and in the cloud. Tutorials, code examples, installation guides, and other documentation show you how to use SQL machine learning.
  ms.service: sql
  ms.subservice: machine-learning
  ms.topic: landing-page
  author: WilliamDAssafMSFT
  ms.author: wiassaf
  ms.date: 05/24/2022
landingContent:
  - title: Machine learning on SQL Server
    linkLists:
      - linkListType: overview
        links:
          - text: What is SQL Server Machine Learning Services with Python and R?
            url: sql-server-machine-learning-services.md
      - linkListType: get-started
        links:
          - text: Install Machine Learning Services on Windows 
            url: install/sql-machine-learning-services-windows-install-sql-2022.md
          - text: Install Machine Learning Services on Linux
            url: ../linux/sql-server-linux-setup-machine-learning-sql-2022.md?toc=/sql/machine-learning/toc.json
      - 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 simple Python scripts
            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
            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 simple R scripts
            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
            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: Predict ski rental with decision tree
            url: tutorials/r-predictive-model-introduction.md
          - text: Categorizing customers using k-means clustering
            url: tutorials/r-clustering-model-introduction.md

  - title: Azure SQL Managed Instance
    linkLists:
      - linkListType: overview
        links:
          - text: Machine Learning Services in Azure SQL Managed Instance
            url: /azure/azure-sql/managed-instance/machine-learning-services-overview
          - text: Key differences between ML in Azure SQL Managed Instance and SQL Server
            url: /azure/azure-sql/managed-instance/machine-learning-services-differences
      - linkListType: how-to-guide
        links:
          - text: Deploy and make predictions with an ONNX model in Azure SQL Managed Instance
            url: /azure/azure-sql-edge/deploy-onnx?context=/azure/azure-sql/managed-instance/context/ml-context

  - title: Azure SQL Edge
    linkLists:
      - linkListType: overview
        links:
          - text: Machine learning and AI with ONNX in Azure SQL Edge
            url: /azure/azure-sql-edge/onnx-overview
      - linkListType: how-to-guide
        links:
          - text: Deploy and make predictions with an ONNX model in Azure SQL Edge
            url: /azure/azure-sql-edge/deploy-onnx

  - title: Azure Data Studio ML extension
    linkLists:
      - linkListType: overview
        links:
          - text: What is the Machine Learning extension for Azure Data Studio?
            url: ../azure-data-studio/extensions/machine-learning-extension.md
      - linkListType: how-to-guide
        links:
          - text: Manage packages in database
            url: ../azure-data-studio/extensions/machine-learning-extension-manage-packages.md
          - text: Make predictions
            url: ../azure-data-studio/extensions/machine-learning-extension-predictions.md
          - text: Import or view models
            url: ../azure-data-studio/extensions/machine-learning-extension-import-view-models.md

  - title: SQL Server Big Data Clusters
    linkLists:
      - linkListType: overview
        links:
          - text: What are SQL Server Big Data Clusters?
            url: ../big-data-cluster/big-data-cluster-overview.md
      - linkListType: get-started
        links:
          - text: Enable Machine Learning Services on SQL Server Big Data Clusters
            url: ../big-data-cluster/machine-learning-services.md
      - linkListType: how-to-guide
        links:
          - text: Spark machine learning models with MLeap
            url: ../big-data-cluster/spark-create-machine-learning-model.md
          - text: Sparklyr in SQL Server Big Data Cluster
            url: ../big-data-cluster/sparklyr-from-rstudio.md
          - text: Integrate Spark with SQL Server
            url: ../big-data-cluster/spark-mssql-connector.md

  - title: Azure Synapse Analytics
    linkLists:
      - linkListType: overview
        links:
          - text: Machine Learning capabilities in Azure Synapse Analytics
            url: /azure/synapse-analytics/machine-learning/what-is-machine-learning
          - text: Train machine learning models
            url: /azure/synapse-analytics/spark/apache-spark-machine-learning-training
      - linkListType: quickstart
        links:
          - text: Create a new Azure Machine Learning linked service in Synapse
            url: /azure/synapse-analytics/machine-learning/quickstart-integrate-azure-machine-learning
      - linkListType: tutorial
        links:
          - text: Train a model in Python with automated machine learning
            url: /azure/synapse-analytics/spark/apache-spark-azure-machine-learning-tutorial
          - text: Build a machine learning app with Apache Spark MLlib and Azure Synapse Analytics
            url: /azure/synapse-analytics/spark/apache-spark-machine-learning-mllib-notebook