Getting Started Overview What is Microsoft Machine Learning Services What's New New and recently updated articles Architecture and Overview Differences in Features between Editions of SQL Server Machine Learning Services - R Getting Started Set up SQL Server Machine Learning Services (In-Database) Unattended Installs of SQL Server Machine Learning Services Architecture R Interoperability New Components Security Monitoring R Tutorials for SQL Server R: Use R Code in Transact-SQL Working with Inputs and Outputs R and SQL Data Types and Data Objects Using R Functions with SQL Server Data Create a Predictive Model Predict and Plot from Model R: Data Science End to End Solution Prerequisites for Data Science Walkthroughs Prepare the Data Explore the Data Summarize Data using R Create Graphs and Plots Using R Create Data Features using SQL and R Build and Save the Model Deploy and Use the Model R: Data Science Deep Dive with RevoScaleR [Lesson 1: Work with # Lesson 4: Analyze Data in Local Compute Context Move Data between SQL Server and XDF File Lesson 5: Create a Simple Simulation R: In-Database Analytics for SQL Developers Step 1: Download the Sample Data Step 2: Import Data to SQL Server using PowerShell Step 3: Explore and Visualize the Data Step 4: Create Data Features using T-SQL Step 5: Train and Save a Model using T-SQL Step 6: Operationalize the Model Machine Learning Services - Python Getting Started Architecture Python Interoperability New Components Security Monitoring Python Tutorials Python: Run Python using T-SQL Python: Create a Model using revoscalepy Python: In-Database Analytics for SQL Developers Download Sample Data Import Data to SQL Server Explore and Visualize Data Create Data Features using T-SQL Train and Save Model Operationalize the Model Python: Deploy and Consume Models Machine Learning Server - Standalone Getting Started Set up Machine Learning Server Standalone Install Microsoft Machine Learning Server from the Command Line Provision the Data Science Virtual Machine How To R Package Management How to Enable R Package Management for a SQL Server Instance Where to Get R Packages How to Install Additional Machine Learning Packages on SQL Server Create a Local Package Repository Using miniCRAN Determine Which Packages are Installed on SQL Server User Package Libraries Synchronize R Packages used by SQL Server Data Exploration and Modeling SQL and R Data Types SQL and Python Data Types Real-time scoring Predictive Modeling with R Load R Objects using ODBC R Libraries and Data Types Converting R Code for Use in Machine Learning Services Creating multiple models using rxExecBy Use Data from OLAP Cubes in R Create a Stored Procedure Using sqlrutils Performance Performance Tuning - Overview Performance Tuning - SQL Server Configuration (Machine Learning Services) Performance Tuning - R and Data Optimization (Machine Learning Services) Performance Tuning - Case Study Use R Code Profiling Functions Administration Configure and Manage R Advanced Configuration Options for Machine Learning Services Security Considerations for the R Runtime in SQL Server Modify the User Account Pool for SQL Server Machine Learning Services Configure and Manage Machine Learning Extensions Deploy and Consume Models using Web Services Managing and Monitoring Machine Learning Solutions Resource Governance for Machine Learning Services Create a Resource Pool for R Extended Events for SQL Server Machine Learning Services DMVs for SQL Server Machine Learning Services Using R Code Profiling Functions Monitor Machine Learning Services using Custom Reports in Management Studio Resources Known Issues Release Notes Setup and Troubleshooting Tips Data Collection for Troubleshooting Upgrade and Installation FAQ Common Issues for External Script Execution Add R Services to an Azure Virtual Machine Installing without Internet Access Installing Machine Learning Components without Internet Access Installing SQL Server Machine Learning Services on an Azure Virtual Machine Use sqlBindR.exe to Upgrade an Instance Install R Server from the Command Line Provision the Data Science Virtual Machine Set up Data Science Tools Set Up a Data Science Client Blogs SQL Server R Server Machine Learning Feedback Forums SQL Server Microsoft R Server Reference MicrosoftML RevoScaleR ScaleR Functions for SQL Server Data SqlRUtils OlapR RevoScalePy Tutorials and Samples Python Tutorials for SQL Server R Tutorials for SQL Server Data Science Solution Templates SQL Server Samples (GitHub)