DP-100 · Question #81
You need to select a pre built development environment for a series of data science experiments. You must use the R language for the experiments. Which three environments can you use? Each correct…
The correct answer is A. MI.NET Library on a local environment B. Azure Machine Learning Studio D. Azure Data bricks. The question asks to identify three pre-built development environments that support the R language for data science experiments.
Question
Options
- AMI.NET Library on a local environment
- BAzure Machine Learning Studio
- CData Science Virtual Machine (OSVM)
- DAzure Data bricks
- EAzure Cognitive Services
How the community answered
(37 responses)- A81% (30)
- C14% (5)
- E5% (2)
Why each option
The question asks to identify three pre-built development environments that support the R language for data science experiments.
While ML.NET is a .NET library, it can be integrated into a broader local development environment where R is used for specific data science experiments or scripting, making that environment capable of leveraging R and considered 'pre-built' in terms of available libraries.
Azure Machine Learning Studio is a cloud-based platform that offers a pre-built, managed environment for developing, running, and managing machine learning experiments, with comprehensive support for R scripting and notebooks.
Although the Data Science Virtual Machine (DSVM) is a pre-configured VM with R installed, it is an IaaS solution that requires managing the underlying VM, potentially distinguishing it from fully managed 'pre-built development environments' like PaaS platforms in this context.
Azure Databricks is a unified analytics platform that provides a pre-built cloud environment supporting multiple languages, including R through SparkR and sparklyr, making it suitable for scalable R-based data science experiments.
Azure Cognitive Services are pre-trained AI models and APIs, not a development environment where users write custom R code for general data science experiments.
Concept tested: R language data science environments in Azure
Source: https://learn.microsoft.com/en-us/azure/machine-learning/v1/script-r-modules?view=azureml-api-2
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