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You need to run a machine learning training job that requires high GPU performance and large memory. Which instance family and size combination is the best fit?

hard📝 Application Q15 of 15
AWS - EC2 Fundamentals
You need to run a machine learning training job that requires high GPU performance and large memory. Which instance family and size combination is the best fit?
Ar5.12xlarge
Bc5.4xlarge
Cp4d.24xlarge
Dt3.2xlarge
Step-by-Step Solution
Solution:
  1. Step 1: Identify instance families for GPU workloads

    P family instances are designed for GPU-intensive tasks like machine learning.
  2. Step 2: Choose size with high GPU and memory

    p4d.24xlarge offers multiple GPUs and large memory, ideal for training jobs.
  3. Final Answer:

    p4d.24xlarge -> Option C
  4. Quick Check:

    GPU + large memory = p4d.24xlarge [OK]
Quick Trick: GPU needs = P family, largest size for training [OK]
Common Mistakes:
MISTAKES
  • Picking c5.4xlarge which lacks GPUs
  • Choosing r5.12xlarge which is memory optimized but no GPU
  • Selecting t3.2xlarge which is burstable general purpose

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