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items:
- name: SQL machine learning documentation
href: ../machine-learning/index.yml
- name: Microsoft SQL documentation >
href: ../index.yml
- name: Overview
expanded: true
items:
- name: What is Machine Learning Services (Python and R)?
href: ../machine-learning/sql-server-machine-learning-services.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: Install custom runtime
items:
- name: Install Python custom runtime
href: ../machine-learning/install/custom-runtime-python.md
- name: Install R custom runtime
href: ../machine-learning/install/custom-runtime-r.md
- name: Change default Python and R runtime
href: ../machine-learning/install/change-default-language-runtime-version.md
- name: Upgrade Python and R runtime with binding
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-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: NYC taxi tips (classification)
items:
- name: 1 - Introduction
href: ../machine-learning/tutorials/python-taxi-classification-introduction.md
- name: 2 - Data exploration
href: ../machine-learning/tutorials/python-taxi-classification-explore-data.md
- name: 3 - Feature engineering
href: ../machine-learning/tutorials/python-taxi-classification-create-features.md
- name: 4 - Train and deploy
href: ../machine-learning/tutorials/python-taxi-classification-train-model.md
- name: 5 - Predictions
href: ../machine-learning/tutorials/python-taxi-classification-deploy-model.md
- name: Create a Python model using revoscalepy
href: ../machine-learning/tutorials/use-python-revoscalepy-to-create-model.md
- name: R
items:
- name: R tutorials
href: ../machine-learning/tutorials/r-tutorials.md
- name: Ski rental (decision tree)
items:
- name: 1 - Introduction
href: ../machine-learning/tutorials/r-predictive-model-introduction.md
- name: 2 - Prepare data
href: ../machine-learning/tutorials/r-predictive-model-prepare-data.md
- name: 3 - Train model
href: ../machine-learning/tutorials/r-predictive-model-train.md
- name: 4 - Deploy model
href: ../machine-learning/tutorials/r-predictive-model-deploy.md
- name: Categorize customers (k-means clustering)
items:
- name: 1 - Introduction
href: ../machine-learning/tutorials/r-clustering-model-introduction.md
- name: 2 - Prepare the data
href: ../machine-learning/tutorials/r-clustering-model-prepare-data.md
- name: 3 - Create the model
href: ../machine-learning/tutorials/r-clustering-model-build.md
- name: 4 - Deploy the model
href: ../machine-learning/tutorials/r-clustering-model-deploy.md
- name: NYC taxi tips (classification)
items:
- name: 1. Introduction
href: ../machine-learning/tutorials/r-taxi-classification-introduction.md
- name: 2. Data exploration
href: ../machine-learning/tutorials/r-taxi-classification-explore-data.md
- name: 3. Feature engineering
href: ../machine-learning/tutorials/r-taxi-classification-create-features.md
- name: 4. Train and deploy
href: ../machine-learning/tutorials/r-taxi-classification-train-model.md
- name: 5. Predictions
href: ../machine-learning/tutorials/r-taxi-classification-deploy-model.md
- name: Create partition-based models
href: ../machine-learning/tutorials/r-tutorial-create-models-per-partition.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: 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: Python
items:
- name: Plot Histogram in Python
href: ../machine-learning/data-exploration/python-plot-histogram.md
- name: Import data into pandas dataframe
href: ../machine-learning/data-exploration/python-dataframe-pandas.md
- name: Insert dataframe into SQL
href: ../machine-learning/data-exploration/python-dataframe-sql-server.md
- name: R
items:
- name: Load R objects using ODBC
href: ../machine-learning/data-exploration/save-and-load-r-objects-from-sql-server-using-odbc.md
- name: Create multiple models using rxExecBy
href: ../machine-learning/data-exploration/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: Modify R/Python code for SQL Server
href: ../machine-learning/deploy/modify-r-python-code-to-run-in-sql-server.md
- name: Predictions
items:
- name: Native scoring with PREDICT T-SQL
href: ../machine-learning/predictions/native-scoring-predict-transact-sql.md
- name: Real-time scoring with sp_rxPredict
href: ../machine-learning/predictions/real-time-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 code performance
items:
- name: Data optimization in R
href: ../machine-learning/r/r-and-data-optimization-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: azureml-model-management-sdk
items:
- name: Package overview
href: ../machine-learning/python/reference/azureml-model-management-sdk/azureml-model-management-sdk.md
- name: DeployClient
href: ../machine-learning/python/reference/azureml-model-management-sdk/deploy-client.md
- name: MLServer
href: ../machine-learning/python/reference/azureml-model-management-sdk/mlserver.md
- name: Operationalization
href: ../machine-learning/python/reference/azureml-model-management-sdk/operationalization.md
- name: OperationalizationDefinition
href: ../machine-learning/python/reference/azureml-model-management-sdk/operationalization-definition.md
- name: ServiceDefinition
href: ../machine-learning/python/reference/azureml-model-management-sdk/service-definition.md
- name: RealtimeDefinition
href: ../machine-learning/python/reference/azureml-model-management-sdk/realtime-definition.md
- name: Service
href: ../machine-learning/python/reference/azureml-model-management-sdk/service.md
- name: ServiceResponse
href: ../machine-learning/python/reference/azureml-model-management-sdk/service-response.md
- name: Batch
href: ../machine-learning/python/reference/azureml-model-management-sdk/batch.md
- name: BatchResponse
href: ../machine-learning/python/reference/azureml-model-management-sdk/batch-response.md
- name: microsoftml
items:
- name: Package overview
href: ../machine-learning/python/ref-py-microsoftml.md
- name: adadelta_optimizer
href: ../machine-learning/python/reference/microsoftml/adadelta-optimizer.md
- name: avx_math
href: ../machine-learning/python/reference/microsoftml/avx-math.md
- name: categorical
href: ../machine-learning/python/reference/microsoftml/categorical.md
- name: categorical_hash
href: ../machine-learning/python/reference/microsoftml/categorical-hash.md
- name: clr_math
href: ../machine-learning/python/reference/microsoftml/clr-math.md
- name: concat
href: ../machine-learning/python/reference/microsoftml/concat.md
- name: 'count_select '
href: ../machine-learning/python/reference/microsoftml/count-select.md
- name: custom
href: ../machine-learning/python/reference/microsoftml/custom.md
- name: drop_columns
href: ../machine-learning/python/reference/microsoftml/drop-columns.md
- name: extract_pixels
href: ../machine-learning/python/reference/microsoftml/extract-pixels.md
- name: featurize_image
href: ../machine-learning/python/reference/microsoftml/featurize-image.md
- name: featurize_text
href: ../machine-learning/python/reference/microsoftml/featurize-text.md
- name: get_sentiment
href: ../machine-learning/python/reference/microsoftml/get-sentiment.md
- name: gpu_math
href: ../machine-learning/python/reference/microsoftml/gpu-math.md
- name: hinge_loss
href: ../machine-learning/python/reference/microsoftml/hinge-loss.md
- name: load_image
href: ../machine-learning/python/reference/microsoftml/load-image.md
- name: log_loss
href: ../machine-learning/python/reference/microsoftml/log-loss.md
- name: mkl_math
href: ../machine-learning/python/reference/microsoftml/mkl-math.md
- name: mutualinformation_select
href: ../machine-learning/python/reference/microsoftml/mutualinformation-select.md
- name: n_gram
href: ../machine-learning/python/reference/microsoftml/n-gram.md
- name: n_gram_hash
href: ../machine-learning/python/reference/microsoftml/n-gram-hash.md
- name: predefined
href: ../machine-learning/python/reference/microsoftml/predefined.md
- name: resize_image
href: ../machine-learning/python/reference/microsoftml/resize-image.md
- name: rx_ensemble
href: ../machine-learning/python/reference/microsoftml/rx-ensemble.md
- name: rx_fast_forest
href: ../machine-learning/python/reference/microsoftml/rx-fast-forest.md
- name: rx_fast_linear
href: ../machine-learning/python/reference/microsoftml/rx-fast-linear.md
- name: rx_fast_trees
href: ../machine-learning/python/reference/microsoftml/rx-fast-trees.md
- name: rx_featurize
href: ../machine-learning/python/reference/microsoftml/rx-featurize.md
- name: rx_logistic_regression
href: ../machine-learning/python/reference/microsoftml/rx-logistic-regression.md
- name: rx_neural_network
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