Azure Data Scientists Associate Practice Exam

What is the primary purpose of the DSVM Lsv2-series in Azure?

1. Optimized for low disk IO operations

2. Designed for high graphical processing tasks

3. Storage optimized for high disk IO operations

4. Best for machine learning model training

The correct answer is: Storage optimized for high disk IO operations

The primary purpose of the DSVM Lsv2-series in Azure is to be best for machine learning model training. This series of virtual machines is specifically optimized to handle the significant computational demands that are typically required during the training phase of machine learning workflows. The features of the Lsv2-series include high-performance GPUs that accelerate the training process, as well as the ability to scale for large datasets and complex models. Advanced configurations make these machines suitable for various machine learning frameworks and enable data scientists to effectively process data, train models more efficiently, and leverage parallel processing capabilities. While there are other types of virtual machines optimized for different tasks, the Lsv2-series specifically caters to the needs of data scientists and machine learning practitioners by providing the necessary hardware and performance capabilities to facilitate faster model training, making it a crucial tool in the Azure ecosystem for those focused on AI and machine learning.