A+ Guide To It Technical Support
10th Edition
ISBN: 9780357108291
Author: ANDREWS, Jean.
Publisher: Cengage,
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Chapter 6, Problem 1TC
Explanation of Solution
Given:
An external hard drive for backups.
To find: The fastest connection used by the current external hard drives along with the speed.
Solution:
The fastest connection arrangement used by the external storage devices or external hard drives is Thunderbolt
The maximum speed of Thunderbolt
The Thunderbolt 3 connector uses the USB–C connection which enhances its compatibility for the external hard drives.
Thus, the fastest connection arrangement used by the external storage devices or external hard drive is Thunderbolt
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We solve this using a Teacher–Student knowledge distillation framework:
We train a Teacher model on a clean and complete dataset where both inputs and labels are available.
We then use that Teacher to teach two separate Student models:
Student A learns from incomplete input (some sensor values missing).
Student B learns from incomplete labels (RUL labels missing for some samples).
We use knowledge distillation to guide both students, even when labels are missing.
Why We Use Two Students
Student A handles Missing Input Features: It receives input with some features masked out. Since it cannot see the full input, we help it by transferring internal features (feature distillation) and predictions from the teacher.
Student B handles Missing RUL Labels: It receives full input but does not always have a ground-truth RUL label. We guide it using the predictions of the teacher model (prediction distillation).
Using two students allows each to specialize in…
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Chapter 6 Solutions
A+ Guide To It Technical Support
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