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 analytics. In this article, we will go through step by step details of implementing data science lifecycle using Python. These steps include : Creating a VM configured as One-Box [using ARM Templates] Developing python models [using revoscalepy, microsoftml packages in any IDE]…


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…


Consuming O16N Web Services from Azure Functions

Operationalization feature of Microsoft Machine Learning Server allows us to publish R/Python models and code in the form of web services and the consume these services within client applications. This article outlines step-by-step details of consuming the published web service (R language) using Azure Functions (C# TimerTrigger). Azure Functions is a solution for easily running…


Using Microsoft R Server Operationalization on HDInsight

R Server on HDInsight cluster allows R scripts to use Spark and MapReduce to run distributed computations. You can develop a model and operationalize the model to make predictions by configuring Edge Node as One-Box. We have One-Click Deploy ARM Templates using which you can create R Server on HDInsight Cluster with EdgeNode configured as…


11 ways to deploy R Server on HDInsight Cluster

In this article, we will discuss 11 possible ways to deploy R Server on HDInsight Cluster. Some of these ways will help in automating the cluster creation (using scripts). Majority of them are related to deployment using Azure Resource Manager Templates. ARM Templates are very useful and can be deployed in several ways. Here are the…