Microsoft Machine Learning Server

Microsoft Machine Learning Server Blog

We are moving!

This blog is in the process of being migrated to one of the new consolidated SQL Server and Azure...

Author: jeroen_ter_heerdt Date: 03/04/2019

Build Intelligent Web App with Machine Learning Service

In an earlier article: How to operationalize TensorFlow models in Microsoft Machine Learning Server,...

Author: Bill_Liang Date: 08/21/2018

How to operationalize TensorFlow models in Microsoft Machine Learning Server

We have seen how to operationalize Keras models as web services in R and Python in a previous blog....

Author: Vivian_K Date: 08/16/2018

Dockerizing R and Python Web Services

Containerization is an approach to software development in which an application or service, its...

Author: Ramkumar Chandrasekaran, Microsoft Date: 07/26/2018

Run R and Python Remotely in SQL Server from Jupyter Notebooks or any IDE

Did you know that you can execute R and Python code remotely in SQL Server from any IDE? This...

Author: Kyle Weller Date: 07/10/2018

How we are fixing our installer for Microsoft R Open on Linux

This post is authored by Nagesh Pabbisetty, Partner Director of Program Management at Microsoft. On...

Author: NageshPabbisetty Date: 06/13/2018

Build Your Own Image Similarity Model

The Image Similarity with SQL Server solution on the Azure AI Gallery demonstrates how to apply...

Author: Sheri Gilley Date: 05/31/2018

How to operationalize Keras models in Microsoft Machine Learning Server

Microsoft Machine Learning Server’s operationalization feature enables data scientists to...

Author: Vivian_K Date: 05/25/2018

Basics of R and Python Execution in SQL Server

In a previous post, we talked about how to set up Machine Learning Services in SQL Server. Now I...

Author: Kyle Weller Date: 05/24/2018

Build Your Own Text Classification Model

In a support center, text needs to be quickly routed to the correct person. Chatbots need to turn...

Author: Sheri Gilley Date: 05/24/2018

Getting Started with Machine Learning Services in SQL Server

I would like to introduce you to some simple videos that will help you get started with Machine...

Author: Kyle Weller Date: 05/18/2018

On-Prem or On the Cloud

Learn more about SQL Server Machine Learning Services in the Azure AI Gallery If you store your data...

Author: Sheri Gilley Date: 04/27/2018

Configuring Microsoft Machine Learning Server 9.3 to Operationalize Analytics using ARM Templates

Microsoft Machine Learning Server 9.3 released today. Operationalization refers to the process of...

Author: Ramkumar Chandrasekaran, Microsoft Date: 02/27/2018

How to use Tableau with SQL Server Machine Learning Services with R and Python

This post is co-authored by Bora Beran, Principal Product Manager at Tableau Software, Bharath...

Author: Bharath Sankaranarayan Date: 12/14/2017

Getting Started with Python Web Services using Machine Learning Server

Machine Learning Server 9.2 adds support for the full data science lifecycle of your Python-based...

Author: Ramkumar Chandrasekaran, Microsoft Date: 12/13/2017

Configuring Microsoft Machine Learning Server to Operationalize Analytics using ARM Templates

To benefit from Machine Learning Server’s web service deployment and remote execution features, you...

Author: Ramkumar Chandrasekaran, Microsoft Date: 11/21/2017

1 Million predictions/sec with Machine Learning Server web service

Microsoft Machine Learning Server Operationalization allows users to publish their R/Python based...

Author: p_pal Date: 10/15/2017

Amazon's AWS Lambda and Alexa Skill with Microsoft Machine Learning Server Operationalization

In my previous blog, I talked about creating Enterprise-friendly Java clients for Machine Learning...

Author: p_pal Date: 10/09/2017

Host chat-bots with Microsoft Machine Learning Server Operationalization

Microsoft Machine Learning Server Operationalization allows users to create remote R or Python...

Author: p_pal Date: 10/09/2017

Enterprise-friendly Java client for Microsoft Machine Learning Server

Machine Learning Server Operationalization allows users to develop powerful R/Python machine...

Author: p_pal Date: 10/04/2017

Consuming O16N Web Services from Azure Functions

Operationalization feature of Microsoft Machine Learning Server allows us to publish R/Python models...

Author: Ramkumar Chandrasekaran, Microsoft Date: 09/29/2017

Simplifying The Use of Azure Data Science Virtual Machine with R

This post is authored by Le Zhang, Data Scientist, and Graham Williams, Director of Data Science at...

Author: Zhang Le Date: 09/12/2017

Importing data with Microsoft R Server

In this blog, we would play around a new package RevoScaleR which takes a different approach in...

Author: BabberPrashant Date: 08/27/2017

Encrypting Communication between Web Node and Compute Node in Linux

This article walks you through the steps for encrypting the traffic between web nodes and compute...

Author: Ramkumar Chandrasekaran, Microsoft Date: 08/21/2017

Using Microsoft R Server Operationalization on HDInsight

R Server on HDInsight cluster allows R scripts to use Spark and MapReduce to run distributed...

Author: Ramkumar Chandrasekaran, Microsoft Date: 08/07/2017

Machine Learning Services in SQL Server 2017

This post is authored by Sumit Kumar, Senior Program Manager at Microsoft. Hopefully, you are...

Author: Sumit Kumar (MSFT) Date: 08/01/2017

Using R to generate API Client from Swagger

Microsoft R Server’s operationalization feature enables data scientists to deploy and consume web...

Author: Ramkumar Chandrasekaran, Microsoft Date: 07/20/2017

Managing Loan Credit Risk using Microsoft R Server

This post is authored by Bharath Sankaranarayan, Principal Program Manager at Microsoft. I am...

Author: Bharath Sankaranarayan Date: 07/17/2017

Understanding Server Traffic logs and detecting Denial of Service Attacks

With increased cyber-attacks, there is always a threat to the Internet Security. Distributed Denial...

Author: Madhura Raju, Microsoft Date: 07/11/2017

Set up an auto-scale environment to operationalize your R analytics, with just ONE CLICK

Microsoft R Server offers a powerful feature set to help enterprise to deploy their R analytics as...

Author: CarlNan Date: 07/07/2017

End to End Loan ChargeOff Prediction Built Using Azure HDInsight Spark Clusters and SQL Server 2016 R Service

Debt is ubiquitous in today's world. Borrower uses access to credit to pay for housing, education,...

Author: Shau Phang Date: 06/29/2017

Microsoft R Server 9.1 released on Azure HDInsight

Today, we are excited to announce that Microsoft R Server 9.1 on Azure HDInsight is generally...

Author: Premal Shah (MSFT) Date: 06/19/2017

Using Certificates in R Server Operationalization for Linux

In this article, we will look into how to generate a self-signed certificate in Linux and use it for...

Author: Ramkumar Chandrasekaran, Microsoft Date: 05/19/2017

Configuring R Server to Operationalize Analytics using ARM Templates

To benefit from Microsoft R Server’s deployment and operationalization features, you can configure R...

Author: Ramkumar Chandrasekaran, Microsoft Date: 05/14/2017

From DeployR to R Server Operationalization

If you are currently using DeployR (DeployR Enterprise 7.4 or R Server 8.0.x DeployR), this article...

Author: CarlNan Date: 05/11/2017

Enterprise-grade R package management made easy in SQL Server

As enterprise data scientists access SQL Server R Services to perform their in-database analytic...

Author: Te Zhang Date: 05/11/2017

rxExecBy - Productivity and scale with partitioned data

There is often a need to train data for “many small models” instead of a “single big model”....

Author: tri.tran Date: 05/10/2017

Using RxOdbcData with Oracle Wallet

In Microsoft R Server you can use RxOdbcData class to connect to an ODBC DataSource, for example a...

Author: Eqbal Zaffar Date: 05/04/2017

Performance: rxExecBy vs gapply on Spark

rxExecBy is a new API of R server release 9.1, it partitions input data source by keys and applies...

Author: Hao(Jason) Zhang Date: 05/04/2017

rxExecBy Insights on RxSpark Compute Context

rxExecBy is designed to resolve a problem that user has a very big data set, want to partition it...

Author: Hao(Jason) Zhang Date: 05/04/2017

Using RStudio Server with Microsoft R Server Parcel for Cloudera

In previous releases of Microsoft R Server, parcel installation required downloading two pre-built...

Author: Hao(Jason) Zhang Date: 04/30/2017

Leveraging Microsoft R and in database analytics of SQL Server with R Services through Alteryx Designer

This post is authored by Bharath Sankaranarayan, Principal Program Manager at Microsoft. Being part...

Author: Bharath Sankaranarayan Date: 04/27/2017

Stratified Splitting using rxExecBy

In Microsoft R Server 9.1, we have a new function called rxExecBy() which can be used to partition...

Author: Ramkumar Chandrasekaran, Microsoft Date: 04/23/2017

Microsoft ML on Spark and Hadoop

MicrosoftML is a new package for Microsoft R Server that adds state-of-the-art algorithms and data...

Author: Premal Shah (MSFT) Date: 04/19/2017

New Features in 9.1: Microsoft R Server with sparklyr Interoperability

Introduction With the launch of Microsoft R Server 9.1, many optimizations and new features were...

Author: Bharath Sankaranarayan Date: 04/19/2017

What’s new in R Server 9.1 Operationalization

In Dec 2016, Microsoft R Server 9.0 introduced a new set of capabilities to help enterprises deploy...

Author: CarlNan Date: 04/19/2017

Sentiment Analysis with a pre-trained model

Harnessing decades of work on cognitive computing in the context of Bing, Office 365 and Xbox, we...

Author: Te Zhang Date: 04/14/2017

Microsoft R Server support for Rattle

Rattle - the R Analytical Tool To Learn Easily - is a popular GUI for data mining using R. It...

Author: mstips Date: 04/14/2017

SQL Saturday 613: Building 1 million predictions per second with R-services and SQL Server 2016

SQL Saturday is round the corner again! SQL Saturday is a great event to meet the community, gather...

Author: Amit Banerjee Date: 04/12/2017

Running Pleasingly Parallel workloads using rxExecBy on Spark, SQL, Local and Localpar compute contexts

RevoScaleR function rxExec(), allows you to run arbitrary R functions in a distributed fashion,...

Author: Ramkumar Chandrasekaran, Microsoft Date: 04/12/2017

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