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...
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,...
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....
Date: 08/16/2018
Dockerizing R and Python Web Services
Containerization is an approach to software development in which an application or service, its...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
Date: 08/21/2017
Machine Learning Services in SQL Server 2017
This post is authored by Sumit Kumar, Senior Program Manager at Microsoft. Hopefully, you are...
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...
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...
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...
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...
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,...
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...
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...
Date: 05/19/2017
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...
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...
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”....
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...
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...
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...
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...
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...
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...
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...
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...
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...
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...
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,...
Date: 04/12/2017