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?
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
Step-by-Step Solution
Solution:
Step 1: Identify instance families for GPU workloads
P family instances are designed for GPU-intensive tasks like machine learning.Step 2: Choose size with high GPU and memory
p4d.24xlarge offers multiple GPUs and large memory, ideal for training jobs.Final Answer:
p4d.24xlarge -> Option CQuick 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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