Exam MLA-C01 Topic 1 Question 4 Discussion

Actual exam question for Amazon's MLA-C01 exam
Question #: 4
Topic #: 1
A machine learning team has several large CSV datasets in Amazon S3. Historically, models built with the Amazon SageMaker Linear Learner algorithm have taken hours to train on similar-sized datasets. The team's leaders need to accelerate the training process.
What can a machine learning specialist do to address this concern?

Suggested Answer: A Vote an answer

Amazon SageMaker Pipe mode streams the data directly to the container, which improves the performance of training jobs. In Pipe mode, your training job streams data directly from Amazon S3. Streaming can provide faster start times for training jobs and better throughput. With Pipe mode, you also reduce the size of the Amazon EBS volumes for your training instances.

by Clementine at Feb 15, 2026, 01:22 PM

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