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Amazon MLS-C01 Exam - Topic 5 Question 38 Discussion

A Machine Learning Specialist has built a model using Amazon SageMaker built-in algorithms and is not getting expected accurate results The Specialist wants to use hyperparameter optimization to increase the model's accuracyWhich method is the MOST repeatable and requires the LEAST amount of effort to achieve this?
B) Create an AWS Step Functions workflow that monitors the accuracy in Amazon CloudWatch Logs and relaunches the training job with a defined list of hyperparameters
A) Launch multiple training jobs in parallel with different hyperparameters
C) Create a hyperparameter tuning job and set the accuracy as an objective metric.
D) Create a random walk in the parameter space to iterate through a range of values that should be used for each individual hyperparameter

Amazon MLS-C01 Exam - Topic 5 Question 38 Discussion

Actual exam question for Amazon's MLS-C01 exam
Question #: 38
Topic #: 5
[All MLS-C01 Questions]

A Machine Learning Specialist has built a model using Amazon SageMaker built-in algorithms and is not getting expected accurate results The Specialist wants to use hyperparameter optimization to increase the model's accuracy

Which method is the MOST repeatable and requires the LEAST amount of effort to achieve this?

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Suggested Answer: B

by Rodolfo at May 09, 2022, 01:48 PM

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Albina
7 months ago
C just makes sense for tuning, less effort overall!
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Kristofer
7 months ago
D sounds too random, not sure it’s the best approach.
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Karrie
8 months ago
Surprised that people aren't mentioning B more! Seems efficient.
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Gregg
8 months ago
I think A could work too, but it might get messy.
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Ricarda
8 months ago
C is definitely the way to go for repeatability!
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Margret
8 months ago
Hmm, I'm not sure about this one. I'll have to think it through carefully.
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Glory
8 months ago
I think the essence of design thinking is about understanding the user's needs and testing prototypes to find the best solution. Option B seems to capture that well.
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Teddy
8 months ago
I'm not too familiar with RAID devices and the /proc/mdstat file, so this question is a bit challenging for me. I'll have to do some quick research on RAID basics to try to figure out the right answers here.
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