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Amazon MLS-C01 Exam - Topic 9 Question 34 Discussion

While working on a neural network project, a Machine Learning Specialist discovers thai some features in the data have very high magnitude resulting in this data being weighted more in the cost function What should the Specialist do to ensure better convergence during backpropagation?
D) Data augmentation for the minority class
A) Dimensionality reduction
B) Data normalization
C) Model regulanzation

Amazon MLS-C01 Exam - Topic 9 Question 34 Discussion

Actual exam question for Amazon's MLS-C01 exam
Question #: 34
Topic #: 9
[All MLS-C01 Questions]

While working on a neural network project, a Machine Learning Specialist discovers thai some features in the data have very high magnitude resulting in this data being weighted more in the cost function What should the Specialist do to ensure better convergence during backpropagation?

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Suggested Answer: D

by Terrilyn at May 09, 2022, 11:47 AM

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Mammie
9 months ago
Not sure if data augmentation is relevant here.
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Gayla
9 months ago
Wait, can normalization really fix high magnitude issues?
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Tyisha
9 months ago
Definitely agree with normalization, it's a must!
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Josefa
9 months ago
I think dimensionality reduction could help too.
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Gearldine
9 months ago
Data normalization is key for better convergence!
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Adelle
10 months ago
Private placement is the way to go here. A best efforts offering is all about placing securities with investors, and that's the classic use case for a private placement, not a public issue.
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Zona
10 months ago
Okay, I think I've got a good handle on this. The key is to identify the core functionality needed - sending electronic letters and printing/mailing physical letters. I'm leaning towards the Extended Mail Merge option, as that seems like it would best meet those requirements.
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Cory
10 months ago
I'm pretty sure the interface identifier in IPv6 uses 64 bits, but I'll double-check the details in the notes to be sure.
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Alva
10 months ago
I think the internal customer concept means John is working within the same company as George, but I'm not completely sure which option that refers to.
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Destiny
10 months ago
I think the key is understanding how the DMP communicates the changes to the downstream routers. The options mention different ways it could do that, so I'll need to analyze each one closely.
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Eleonora
10 months ago
Honestly, I'm confused. I can't recall the exact terms used for these areas. "None of the above" might even fit if it's something I overlooked.
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