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MLS-C01 · Question #331

MLS-C01 Question #331: Real Exam Question with Answer & Explanation

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ML Implementation and Operations

Question

A company builds computer-vision models that use deep learning for the autonomous vehicle industry. A machine learning (ML) specialist uses an Amazon EC2 instance that has a CPU:GPU ratio of 12:1 to train the models. The ML specialist examines the instance metric logs and notices that the GPU is idle half of the time. The ML specialist must reduce training costs without increasing the duration of the training jobs. Which solution will meet these requirements?

Options

  • ASwitch to an instance type that has only CPUs.
  • BUse a heterogeneous cluster that has two different instances groups.
  • CUse memory-optimized EC2 Spot Instances for the training jobs.
  • DSwitch to an instance type that has a CPU:GPU ratio of 6:1.

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Topics

#EC2 Spot Instances#Cost Optimization#Deep Learning Training#Resource Utilization
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