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Amazon MLS-C01 Exam - Topic 9 Question 54 Discussion

A data scientist has a dataset of machine part images stored in Amazon Elastic File System (Amazon EFS). The data scientist needs to use Amazon SageMaker to create and train an image classification machine learning model based on this dataset. Because of budget and time constraints, management wants the data scientist to create and train a model with the least number of steps and integration work required.How should the data scientist meet these requirements?
A) Mount the EFS file system to a SageMaker notebook and run a script that copies the data to an Amazon FSx for Lustre file system. Run the SageMaker training job with the FSx for Lustre file system as the data source.
B) Launch a transient Amazon EMR cluster. Configure steps to mount the EFS file system and copy the data to an Amazon S3 bucket by using S3DistCp. Run the SageMaker training job with Amazon S3 as the data source.
C) Mount the EFS file system to an Amazon EC2 instance and use the AWS CLI to copy the data to an Amazon S3 bucket. Run the SageMaker training job with Amazon S3 as the data source.
D) Run a SageMaker training job with an EFS file system as the data source.

Amazon MLS-C01 Exam - Topic 9 Question 54 Discussion

Actual exam question for Amazon's MLS-C01 exam
Question #: 54
Topic #: 9
[All MLS-C01 Questions]

A data scientist has a dataset of machine part images stored in Amazon Elastic File System (Amazon EFS). The data scientist needs to use Amazon SageMaker to create and train an image classification machine learning model based on this dataset. Because of budget and time constraints, management wants the data scientist to create and train a model with the least number of steps and integration work required.

How should the data scientist meet these requirements?

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Suggested Answer: A

by Herminia at May 04, 2022, 06:53 AM

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Sanda
8 months ago
C is a solid choice too, but why not just go with D?
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Ty
8 months ago
B could be better for larger datasets, but it adds extra steps.
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Lenna
8 months ago
Wait, can you really use EFS directly with SageMaker? That sounds too easy.
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Lashunda
8 months ago
I agree, D is definitely the least complicated approach!
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Sylvie
9 months ago
Option D seems the simplest, just run the training job directly with EFS.
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Felix
9 months ago
Okay, let me think this through step-by-step. The question is asking about a hotel plan that covers the room and all meals in the daily rate. I'm pretty sure the term for that is the "American plan", so I'll go with that.
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Trina
9 months ago
This seems like a straightforward question about tracking program success. I think the key is ensuring that program statuses are being updated, so I'll go with option C.
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Aleshia
9 months ago
The change of control clause is definitely the one that protects your job and compensation in a reorganization or merger. That's the clause I'm most familiar with from our discussions in class.
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Roosevelt
9 months ago
This seems tricky. I'm not sure if registering a provider or creating a workbook in the workspace is the right approach here. I'll need to review the information carefully and think through the relationship between the different components.
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