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 must first configure the server after installation to act as a deployment server and host analytic web services. The installation process is already taken care by using these Azure Marketplace Images (which come with Machine Learning Server pre-installed): Data Science Virtual…


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 will help you understand: The differences between DeployR and R Server 9 Operationalization How to upgrade to R Server 9 Operationalization The differences between DeployR and R Server 9.x Operationalization In R Server 9.0, Microsoft introduced a set of…

0

REST Calls using PostMan for R server O16N

The Microsoft R Server operationalization REST APIs are exposed by R Server’s operationalization server, a standards-based server technology capable of scaling to meet the needs of enterprise-grade deployments. With the operationalization feature configured, the full statistics, analytics and visualization capabilities of R can now be directly leveraged inside Web, desktop and mobile applications. Core Operationalization…


Microsoft R Server Operationalization Examples

Today, more and more businesses are adopting advanced analytics for mission critical decision making in areas such as fraud detection, healthcare and manufacturing. Typically, the data scientists first build out the predictive models and only then can businesses deploy those models in a production environment and consume them for predictive actions Here are few examples…


DeployR log rotation to avoid large catalina.out

Are you facing a situation where your DeployR installations catalina.out file is growing huge after being in operation for a long time? DeployR has a webapp which is deployed on tomcat servlet container. Tomcat’s default log file catalina.out has no rotation facility. So if tomcat has been running for a while without restarts which could be…


Understanding Grid Nodes and Slots in DeployR

DeployR has the concept of Grid nodes for scalable execution of R scripts. One DeployR instance can have multiple Grid nodes in order to horizontally scale R script execution. By default a grid node is installed for you when you install DeployR and you can add new grid nodes on separate machines. Each Grid node…


Enterprise Security in DeployR 8.0.5

DeployR Enterprise Security Model: DeployR Enterprise is designed to deliver analytics solutions at scale to whomever needs it: inside or outside the enterprise. It also guarantees secure delivery of your analytics via DeployR web services. These secure web services integrate seamlessly with existing enterprise security solutions: Single Sign-On, LDAP, Active Directory, PAM, and Basic Authentication,…