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AIP-C01 · Question #88

AIP-C01 Question #88: Real Exam Question with Answer & Explanation

The correct answer is C: Use SageMaker Distributed Training with Spot Instances.. SageMaker Distributed Training allows you to train models across multiple compute nodes, speeding up the process. Spot Instances can be used to significantly lower the cost of training by utilizing unused EC2 capacity.

Model Development and Training

Question

You are working with a large dataset to train a generative model. The dataset is stored in an S3 bucket, and the training process requires significant compute resources. Which of the following strategies would help you optimize the training process in Amazon SageMaker?

Options

  • AUse the AWS Glue service to preprocess the data before training.
  • BUse SageMaker Multi-Model Endpoints to deploy the model across multiple instances.
  • CUse SageMaker Distributed Training with Spot Instances.
  • DStore the model in Amazon ECR and train using EC2 instances.

Explanation

SageMaker Distributed Training allows you to train models across multiple compute nodes, speeding up the process. Spot Instances can be used to significantly lower the cost of training by utilizing unused EC2 capacity.

Topics

#SageMaker Distributed Training#Spot Instances#Training Optimization

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