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Week 4 Quiz 2 - Practical aspects of deep learning

Authored by Mau-Luen Tham

Science

University

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Week 4 Quiz 2 - Practical aspects of deep learning
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9 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

If you have 10,000,000 examples, how would you split the train/dev/test set?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

If your Neural Network model seems to have high variance, what of the following would be promising things to try?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

You are working on an automated check-out kiosk for a supermarket, and are building a classifier for apples, bananas and oranges. Suppose your classifier obtains a training set error of 0.5%, and a dev set error of 7%. How to improve your classifier?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What is weight decay?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

What happens when you increase the regularization hyperparameter lambda?

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6.

OPEN ENDED QUESTION

3 mins • 1 pt

With the inverted dropout technique, at test time:

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7.

OPEN ENDED QUESTION

3 mins • 1 pt

Increasing the parameter keep_prob from (say) 0.5 to 0.6 will likely cause the following:

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