Deep Learning - Deep Neural Network for Beginners Using Python - Learning Rate

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Information Technology (IT), Architecture
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University
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Hard
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5 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the role of a learning rate in machine learning?
It determines the speed of data processing.
It sets the initial weights of a model.
It is a hyperparameter that influences the step size during optimization.
It defines the number of layers in a neural network.
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
In the given example, what is the learning rate value used?
0.01
0.5
1.0
0.1
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
How does multiplying by the learning rate affect the coefficients in an equation?
It causes small changes, leading to gradual adjustments.
It reduces them to zero.
It increases them significantly.
It reverses their signs.
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What happens to the line as the learning rate is applied repeatedly?
It disappears.
It moves closer to the target classification.
It remains static.
It moves further away from the target classification.
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a potential issue when a positive point is negatively labeled?
It remains misclassified.
It is ignored in the model.
It is correctly classified.
It is automatically corrected.
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