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Machine Learning Quizzes
Sequence to Sequence Quiz (Medium)
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- Question 1 of 10
1. Question
Which of the following is a primary reason for using RNNs over traditional feedforward neural networks for sequence data?
CorrectIncorrect - Question 2 of 10
2. Question
In the context of Seq2Seq, what challenge arises when relying solely on the final hidden state of the encoder to represent the entire input sequence?
CorrectIncorrect - Question 3 of 10
3. Question
Bidirectional encoders in Seq2Seq models are often used to:
CorrectIncorrect - Question 4 of 10
4. Question
In LSTMs, what is the purpose of the forget gate?
CorrectIncorrect - Question 5 of 10
5. Question
In RNNs, what is the primary reason behind the vanishing gradient problem?
CorrectIncorrect - Question 6 of 10
6. Question
How do LSTMs mitigate the vanishing gradient problem compared to standard RNNs?
CorrectIncorrect - Question 7 of 10
7. Question
Which of the following challenges is associated with traditional Seq2Seq models, prompting the exploration of attention mechanisms?
CorrectIncorrect - Question 8 of 10
8. Question
What does the term “hidden state” refer to in the context of RNNs and LSTMs?
CorrectIncorrect - Question 9 of 10
9. Question
Which of the following statements about the fundamental limitation of standard RNNs is correct?
CorrectIncorrect - Question 10 of 10
10. Question
In the context of RNNs, what is the main benefit of the “backpropagation through time” algorithm?
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