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Amazon MLS-C01 Exam - Topic 1 Question 4 Discussion

A Machine Learning Specialist is building a model to predict future employment rates based on a wide range of economic factors While exploring the data, the Specialist notices that the magnitude of the input features vary greatly The Specialist does not want variables with a larger magnitude to dominate the modelWhat should the Specialist do to prepare the data for model training'?
C) Apply normalization to ensure each field will have a mean of 0 and a variance of 1 to remove any significant magnitude
A) Apply quantile binning to group the data into categorical bins to keep any relationships in the data by replacing the magnitude with distribution
B) Apply the Cartesian product transformation to create new combinations of fields that are independent of the magnitude
D) Apply the orthogonal sparse Diagram (OSB) transformation to apply a fixed-size sliding window to generate new features of a similar magnitude.

Amazon MLS-C01 Exam - Topic 1 Question 4 Discussion

Actual exam question for Amazon's MLS-C01 exam
Question #: 4
Topic #: 1
[All MLS-C01 Questions]

A Machine Learning Specialist is building a model to predict future employment rates based on a wide range of economic factors While exploring the data, the Specialist notices that the magnitude of the input features vary greatly The Specialist does not want variables with a larger magnitude to dominate the model

What should the Specialist do to prepare the data for model training'?

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Suggested Answer: C

https://docs.aws.amazon.com/machine-learning/latest/dg/data-transformations-reference.html

by Viola at May 03, 2022, 06:16 PM

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Brock
8 months ago
Not sure if normalization is enough, might need more steps.
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Princess
8 months ago
Wait, what’s this OSB transformation? Sounds complicated!
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Avery
8 months ago
Definitely go with normalization, it’s the standard approach.
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Benedict
8 months ago
I think quantile binning could work too, but not as effective.
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Colette
9 months ago
Normalization is key to handling varying magnitudes!
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Audra
9 months ago
This question seems straightforward, I think I can handle it. I'll focus on the key points about DHCP snooping configuration on the Aruba CX 6400.
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Naomi
9 months ago
I think a MAC address is meant to identify a device on a local network, but I can't remember if it's specifically for the network interface.
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