ai-200 Practice Question 1994
Exam: ai-200
Domain: Design and prepare a machine learning solution
Topic: Design a machine learning training pipeline
Difficulty: medium
When setting up a compute cluster for training a machine learning model in Azure Machine Learning Workspaces, which type of compute cluster should you choose if you require high-performance computing resources and want to leverage GPU acceleration for faster training times?
Answer Options
A
CPU-only cluster
B
Azure Machine Learning Compute Cluster with GPU instances
C
Virtual Machine without GPU support
D
Azure Batch
Correct Answer
B: Azure Machine Learning Compute Cluster with GPU instances
Explanation
The correct answer is to choose an Azure Machine Learning Compute Cluster with GPU instances. This type of compute cluster is specifically designed for high-performance computing tasks and can take advantage of GPU acceleration to speed up training times. Other options like CPU-only clusters or virtual machines without GPU support would not provide the necessary performance for GPU-accelerated training.